{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "filter_edges.ipynb",
      "provenance": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/priba/kornia-examples/blob/master/filter_edges.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SIpA_8a_2iVK",
        "colab_type": "text"
      },
      "source": [
        "# Edge filtering operations\n",
        "\n",
        "In this tutorial we are going to learn how to compute the first order and second order derivatives of an image using `kornia.filters`."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f3HIoRYEyQcl",
        "colab_type": "text"
      },
      "source": [
        "## Install Kornia"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oultIZK8ySuY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "9c8705d2-4f36-46a6-e36c-1a8fb1d51d2c"
      },
      "source": [
        "!pip install git+https://github.com/arraiyopensource/kornia\n",
        "\n",
        "import kornia\n",
        "print(f\"Kornia version: {kornia.__version__}\")"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting git+https://github.com/arraiyopensource/kornia\n",
            "  Cloning https://github.com/arraiyopensource/kornia to /tmp/pip-req-build-cc_5woj4\n",
            "  Running command git clone -q https://github.com/arraiyopensource/kornia /tmp/pip-req-build-cc_5woj4\n",
            "Requirement already satisfied: torch>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from kornia==0.1.2+85ef4c0) (1.3.1)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.6/dist-packages (from kornia==0.1.2+85ef4c0) (6.2.1)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch>=1.0.0->kornia==0.1.2+85ef4c0) (1.17.4)\n",
            "Building wheels for collected packages: kornia\n",
            "  Building wheel for kornia (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kornia: filename=kornia-0.1.2+85ef4c0-py2.py3-none-any.whl size=126610 sha256=ae8d3e20f84e7070a38aeb17de2f8e5a029309c3827ea3353ce6fee5f5771f1a\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-mi0z_i2h/wheels/a0/47/86/854e2f9a801b368f296cb25f167cbd56aa805f974b15421a67\n",
            "Successfully built kornia\n",
            "Installing collected packages: kornia\n",
            "  Found existing installation: kornia 0.1.2+1eb68dd\n",
            "    Uninstalling kornia-0.1.2+1eb68dd:\n",
            "      Successfully uninstalled kornia-0.1.2+1eb68dd\n",
            "Successfully installed kornia-0.1.2+85ef4c0\n",
            "Kornia version: 0.1.2+85ef4c0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H94FZM7CyW8T",
        "colab_type": "text"
      },
      "source": [
        "## Prepare the data\n",
        "Download an example image"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "snWROSWxymDg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        },
        "outputId": "8a0c916e-443b-449d-fc11-a381a05c4efa"
      },
      "source": [
        "!wget https://raw.githubusercontent.com/kornia/kornia-examples/master/data/filter/drslump.jpg"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-12-14 11:22:00--  https://raw.githubusercontent.com/kornia/kornia-examples/master/data/filter/drslump.jpg\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 60020 (59K) [image/jpeg]\n",
            "Saving to: ‘drslump.jpg.4’\n",
            "\n",
            "\rdrslump.jpg.4         0%[                    ]       0  --.-KB/s               \rdrslump.jpg.4       100%[===================>]  58.61K  --.-KB/s    in 0.03s   \n",
            "\n",
            "2019-12-14 11:22:01 (2.08 MB/s) - ‘drslump.jpg.4’ saved [60020/60020]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rEE6Dkv5y2oi",
        "colab_type": "text"
      },
      "source": [
        "Load the image using OpenCV and plot it"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AEPTV2G_5rma",
        "colab_type": "code",
        "outputId": "02d2dfec-47a1-4129-d2aa-db36584e7a02",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        }
      },
      "source": [
        "from matplotlib import pyplot as plt\n",
        "import cv2\n",
        "import numpy as np\n",
        "\n",
        "# load using opencv and convert to RGB\n",
        "img_bgr: np.array = cv2.imread('drslump.jpg', cv2.IMREAD_COLOR)\n",
        "img_rgb: np.array = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)\n",
        "plt.imshow(img_rgb); plt.axis('off');"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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QIxcDKEhX+XyebM5jxIgRzHr5FeKOy7Jly7jjjju4//77W/xYozVBELTYvmXLlnHZZZc1\nEx+MhsrKSoCPUEI+G/xXkDZoifhIgiDiRz/7BQePPZrTz7+YaVOnsnbNamzbAh2CDhGmIJxblkNk\nChlRJx0/kertm7HxEWGOTF0H/v7OVmRxGaHxyIs8QbKcFxYvYvWuhVQ3bqYhqOeJOY+xcscrHDEi\nxtVHdqZMZghVHb6oI5YRiKgSLyxHBhYhgOWglUOIQNgKrSOIIkSoIYhQGpQGGRlkZFCEJJWPJXy0\nCfGBQDqElouPgCCL1hCJGEI5JHWeNt4uvnfcQMqSu9huUjTk1jHnJ53Zj6mMHzQIPx9idIA2PqvW\nrOay71zOm2/Np6goyQknHoefz/PMpEkoIVoieFJKbNtuMRDfuOhiLr3oYmxLIi3Bnnme4X357PPC\nf4VPuycVEODcr32d7btr6NN/INNmvERCRWgd0rZ9O6p27W7RNwuQhBpisTiDhwzhzTdexxaaIMyT\ntMppbTXy89FxMk5vquvW46mdjB/dn852lmxOgRWjUTcSS6ZoyDhMmzqf9/zODG6dYuZrb7NE9cPY\nCnJpXNfFaI/QCIwqRLgKlQYhymgwH+KpiRBlAiJhEQmFtBMEQVDQfsMQoRwsDPg5usUDDu3bjoFt\nXUp1njrTlrsfe5jn7jmeROMmMkWCu2d1INvYwPxtmhEHH8Yjjz7B8lVrkcCObTuorali4P77o00h\n6cbZoxg0O6YGuOiiryOl5P7772tRNLSBoSNGsWD+m83HVXA99vrqp8F/r08rMOR8zdoNm2nwNEVl\nFcybN4+Y1IgwyzvzF+DGXAYPHVaIVImCXOQoC4nE831ee+0NEskYgZ8lFk+AqaE4JckRsGrLCg4Z\nqOi8X29Utoav/3Uby7flyTsVmMbNDGqruOqsiZx67JFMrN/BDY8spUPfkUzoGWPaS6+zJYoBrdDG\nQwuLwAh8U3AlMM0TSPFh91RJKC00CoPEz6ZxpEBFAcWOTSabIRXWMaJbGeP6ti3kOHge1dplyrI3\nueDrB2KrtWCXEeUbyZjNnHPGCGb9egFTp05l5arVGGDd+k1cftk3mTbt+cKvComyWmp7WrBl+w6W\nrljO67Pn/Et0+LNIh/x38KW0tB9UYnLgwWMZO+FYHn96MiIKiduKhC2ZN2cGUrmgFAOGDGuxtAUp\nzKayXXt69+7JnH+8hHQchAQlQ4Q2nDOkE32ciCEjJd3LLY68cR7Lst35/k13QKKC3996B0OGHEsY\nBrjhBpYunsZh9lv87JJxlIg81/zqaUpa9WPs8AOw8g2s12Vs2LaDtVt3sKM+QygcIqEIhUXY4qi9\n77HtiYRhFNIYFD6xMEtZTNGvazsO7NWJ8vwOHC2w8AiFIhQOTRoefHkBjXac9v52cjb88MpTWLM2\n4g8vV6NzWcrbJnhuygsIK85xx5/Mgw88QMd2rQupW0Lh5fMt/v/eJ9yLCmFm1923ZCjScNnlV/CH\ne+4EDUq8P0CftaX98pDW6JbbU2gKM22lbIK8xyHjTufY4ybwwrSnSTfVEkWaokQxWkuWvP0qEZK/\nPv4kt/7uTqLAQ0mDpQTa7sRJ557O3x74PaVRjoA4oZRIkYPcTn41cSyL336PK35yEBddM5XaA0/i\n6HO+S8Pad3H6HY3e8A5rlm2j0WpLjBwN0qF+4XTcbdO56CDFKYcPYPlOww03PcFVZ5yAyjURdyU6\nyuNZMdImTtok2doQsLWhjlzeI5P1MRFIYXCVJBVzaFWSoE1FghJHkwoaKXEdVFQYmsCKSGVtLMdn\ndyRJFLdhs+/z51lvcvN5g+lSnieo6MOFP5hKXZvhDD32Iio2vsYtt9+MwbBlyxaiIKBH9x6F7YXB\n+y7BxyBqLonL532mTJtKsijF+KPGFVSOr0jLPsWDhSoCiR8YXpn1OrPmLmD685NRhCx6+41CdUEE\nQ4aOoFP7Cqrraqmrb8R24riui+cFBFHE975/I7+55TqKS2KEgcQKAxCaQEp6SMPlY1px78tv0KFv\nZ5YuDjjl1oepUaXMeOgujrjsRtqYev5+662U95+IiieRUY7QWJSznXdff5zxrddw83lDyWmL0387\niyN6dmNw+xLsdC2RTOEZGyXylJgGZGATCYGRNsp2CXWEiUIMEcay8b0cljS4jkUYaKRUBEZijEtC\nSkJRS5NKsTMfY9q8xUw86lBOOGALry7N8Me/LmdH0QEcfeEPmDf3Wd6a9BAFXdtw1FFH8Y8XX0RJ\n9YFFlx83JGGosSzJiFEHc/sdv2fokAOwhMSS4nMj7ZdGPTB7X7lRhABem7uAH/38Bqa/8ByCiIXz\n3yjMvikEgDzts37LNjLZPIlEAseyC3F6bLr32p+//OVPtC5y0HmPPC4agRWFCKE4fsQQVm2v4azz\njmXWcs12U8y0yVOwZDHrVm+gSBm0UNTvXEsqZkgHikQUEOoAP9mB/mO/xvMbShnz46n8ZcabTPrx\n0eT8NA89O5MNaQcjkiQJiYWNhFGWQIVo22BcQ5oMeeXhuxrjWsS0othOEDMxtBfhWIDME7OaqBSN\nhGED+VgZj7+6gi1r53DH1SOY/uIz7Mr356kXlvKn352Oo1ay4O1pyKoGFAEABx98MFOmTMEY02Jh\nPym5LKug2GSzWX72s59hWwr12deK7fubn+vWP0Ps6SkQeCG24zDumJOo7NidfGRoX5FkxtTnsQSY\nQIMlufLqq4nHXbS08bIZpJHNg6M58bSzqGlIs/OVZ9DCQgsH1+QxysaxBInsLtoVd+Se16to3dhA\nrzE3k/dW8d47rzLmtJBv/fAnTP/bLRx16lk0CE3jjsU4pb1wix2it19l3rZtJFuXc9Z1D1BSVo7y\n6hn1g7MZ0z/illsuI5Zv4JLrH8Yu6sG4oYPoI2uIYprQ97G1wAktlJAIYwhMSDbhY/xCJa+ilFxQ\nkOxysTgzq3K8tXwB+/c0/OHag0nJHeQq4D01hIued2jKdGXHljyTbj2dr/1iDi+9vISGqnqu/dlP\nmf3qqx+b/fWx46KhpqaGX/3qV/zqhl9/FkP9sfjSkFZSuM1YrsP3f/QLikvLWbT4HYgM05/7B1JH\nGCmJlGTQAcPAVijbItPYSElJCU3pPErajD3qCFpVVvDEE09Q5gR4Io4yGifKEGiFDpo49aD92FKf\npt4LWbvRsP9+nUkUxXD5B6lkDiNasXzpOxx//sVc8N0fcN9tv8G33qVTxy6ccPZ5nNnWIh3m2FnU\nDqkUmZpazrnmBibfeC2XbnqZIruam64/B5eQSS/M5pdzt1Gc7Ezb8nI6t66kW0UZSccC3wcZYggQ\nMZvQWDTkDSu2bWLdtq34fj1nHNGV751xJJG/E1vZrGjqyTdue4XBJ/2F+jBPp94jufSRSXTVL3HC\nsV8j48PR48eweOGyfz3Jn7CJQhQVeiKcc845vPDiDF5+9RWgOVT9ORrbLw1pwzCHtOJkPMPC91Yg\nBDgSrv3ud4jbFgZJYybLASMPIpUsJpPLkrRdypIJGuqbiBWX06PXfgwZNpzf3PxrihMOobawdcHV\nUNLG1mkO6JyiX7nFXxdswY+1wSTLCbwqrJjA0j7LFi+k1+DDGTb2WJp8RWnbblz/m99jxWLk8mky\nyQpqwzRWmGXxn25i/bL3iBuNyjWxX88ePHjf7cyaPY1r7rqdXGMNl597MqePT5Kycqxas5Yl7y1g\n+ivVZCPQCgLjYIVxXOkTVzn6dk8wcWhvepw8kPISC+nX4GZ202i35YgblhPFuzDg8B+zxq+gSEmq\nVQPtjz+F3VNque5n15JTNi/Pnt1yXqM9CeKfYvYipWDp0uU0NDRgW4p27dp9dgP+EfjSkNa2LBpz\nPvsNPRgnliImQ96YNZPSlAtGUt/QyCFHHQl2jGzoE0VRIWUwyCGFTYdO3Rk6YhS33nYLqYSNjDyy\nUlEUZdAmTmTyHNy5iHF921LmwJqmiCbdhbGHHs+zc58mql/HaWdfzIB+R9IQ+Aw+4mSMHSOVS2Mp\nh6lTnmbVm3NpU1dL34596VbcgVPCHpiKXkgpiVIef150Hys3rOGkcUdw0iEHYiybrBPnrvsf5dkX\nF5Kt3UmJsujeupLhnSvpUJmkQ0UxFh55FZENYeOOBp5ZUs3myZvJBCl22W0pbrc/pX0PID7xTIQu\nYiMuMT+DZQniEnR9MUVFnfAil2FD+rJk/oqWPA3H+XQVuwBhGHH++eczb+5cJPDeu0sKk6Q9t8XP\nCV8w0u4VRTGmucxaEPg+QjoMGDqSq77/Yx6693fMmPwYZSmXSEtqG5s46ugJ6EjhCIsw9HAsGy1C\noliC0uJ2nHzq2dx5+6+xTYYglBhhI8IGhEphQkX/ZJpTenUjkwupTZbiu8UYr45/vPAwZ196CZ36\n3ohvFbNLN1Ji2VjhbtYsWsYLDz5MoLcRL0pxfscjaV1Riq1i6LxGYWOUJpIGmbc5d/CFfOOaH7Fg\nxiPErCRa5UgmIn541ZXU1/vMePEFsiZFU1EXuh5xOvfe9yCNVfX0KenD6twmongc5fngFDO6+2hU\nBl6rXkhTXRXtRQqPJMa2iTyfREyTiQw6grJ4wMmXnE1TOkeHzn2w3UJ1g2M7n4pce0rtx44Zw5Rn\nJxcKNTVs2bAe0fw+ewUaPmtP4QuoHjTniYpCvDuKDAjFqWedxze/+U1+/9tbue2mX9OpQ0cA0rk8\nI0aNwg8DGtMNeGEe27YRyiIKJcUVHTj33Av4/W23orMZbANuaLDDCCfWmkxg4Ue7OOvwQxFRSEob\npr29lExW077faK65/VmK+4/CFIHMrqeL2MWkH/+cv116DbufmsXpw4+me3kPoiaI42IZGx0Uig6N\nLEyYlBYobeHVZukk23PfI89BZFBSULdtJ2efex7L3p7NW69M58XnHiVOnt1b1vDCMw9TbFsM7Tyc\nCV3G0dVrzYl9zia1q4SuVhltnL6c2vlMehFj8ct3UaIcjKeIJyDvgaLQEScMfcYffTg33fwrvva1\nr8HHJIR/FKIoaol8zZw5k05dOoIUZPN5zj333EJSzeeMLyBp99olIZBKIW0bp6QVK1evojRhccRh\nI8EEBJHmN7/7HUraGGOobFuJG7PJeV4hiiQTnHb6udx1x52oII8jNPaey14LGmvzuK7N8M4pRN0W\npI4I3CRzN9Qx4dKrmfj1b1OjbYqVy4bXX+Xhn13Hn75zJYcmSrl86HiOKe2N2pZjWNfhxPw4VTVV\nKGNhSRshmvtuCYMwEqkVrUvbM7zVEP549zOABfkmykrKWLJuC088dBduQlPiRPz1vjt57K/3sWH1\nUs4590R2Nm2lnS6hNUWoJpsju4zk2VdmkJQ2rRsSjG4zlJFlnVj/xiTKrQCvKcJYBqNtJArfy1BW\nGmPe3DkcccThRMGnT8NSSrVkdoVhIXHdthU33HADF154IbZtF6opPkd8wdyD9zsHGiReaJCWYMSo\nsfQ9YBSL3n6Dd+bOxlEh+bzP2HHHUJ/O4sTieEEWncsRGJCWTeeuPTnh+JO57e6bcZqTUrQlyQuX\nMIKYE6cou5UTenXiqDYd0KaOXWGc2199j4zqSOf+Q1j6zmRmPfkwHapdxvY8jG90Go/CwQ08RNbG\nimwqbENDbROH9B7CvE0L6NK6E5ajUI6NJRU6NORzGZx4gpwP7fz2nNH3FFZtqaFXF4t8zKFDWScS\nLlC/C0coQu0x741XGXPEBGa89BLPFE9nytMLGdmxH89ueIGT9hvHgWXjeLXmeQ4pPYi4lBwYH0OP\nRC1PPH4jvSecQVDUE5MPMCKgpnoHWvvU1O6isqwE9W+q/VEUfWC9157KhEQySTbnoRwb23k/7fOT\nVP5+GnwBLW0BRoNlCX7885sZcuAo3nz9VR575CFcpfGCkB/+9Jdsr9qNsgQ5L4sTTxCE4HuGgYMO\nYPyEcdxx9+0oPCQeggAP8IzBti10toGR3RIc1TmJ9BrJeJLX6+qpd4uRYcCcG69lXGufJVP+zHFD\njqJrogdOxkaFkgiXrBUnY0uyOqRIJmlllZA3OaxyG+MW/LooMBgBibIkgWpO8JYOFWER5158Jbhl\nRMqlT9fOGKHQWGgESimUbfOjH/2QZDzGOaceT/WuTdglJVTYKTbU1NPV6ca2XdupTjZSFxmSlkW7\nfCVnDTuOFTMnY6d341gGJSKy6UZsaRGLJfD8CL2XJdxjLf8ZhTD5B7gRe/nAliVx4y6TJ0/m2ut+\n+Bkz4MPxhSWtlJDOeDz/wvoseuUAACAASURBVAsMHT6C3l070qNjB0Dz3vK1TJn5Mm6imKamJuJx\nFy8fIHAYPWYcBw4fyR1334EfNIFRYCwMFtoIHCFw8w20FU2cNLQ7QeMutKugtDsLNlVjmTw//M4Z\nzLj/Bk49ZDDbVq7DRCnCQOI6FtIUBlkaUEZjYpIwtIh7SbqUdaWBBiLbYJBYwkUg8fCIbB8ZhjTp\nLFpK4lTw2mvvETX6VDftwphCxYI0ICyJ8fIcPHIY8998DeOnmfn4A0x+5zkO7zea1atXkg8aGdxq\nIAtWLiBWVEHez5LQhlZBGacPO5K65XOBNDrKE3McIi0xgcB1FNISREYTGV0oZWef7qForQtFjh9z\nm9/jZNx48024zr+Xr/BZ4ItHWgOgyXghh44dx+VXfI9bb/0t0yc/ScwBjOH8r3+DwAiU7eA4Nl4Y\nIVWMM86+kPlvLeL+++/HtS0sq2AVNTEwNpaGBAG9nCzXHTuC1rk6GmIOYSzO3dNeR+Zj3Hn9lZwz\ncTienUGWlPCXhyfjShuLJqTJQaiwjE8s8in2A6IoILRskqaEQzsfzPy1C/BNUKgNi8BxHMIwZPHa\nhSRciUgoXl39FkcNGsdPfvJ7YhnBuq1LiKIARAiEIEEEeYqLUgzdrxdSNhKW7+aIE7uTjhTDh+3H\nyysep09yCCVhGSu2vorvSvImxIlqKW80dKyDdYtnYYs8Za27QARnn3Uhy9asgzAAIZFCsm37Ng49\n7FAGDBzAgIEDOOXUU6hrqG+ZT/wL9nIrJDBh4jH06dOH8D+4Ht0Xi7S68I/REZFlYcdLWbVyDa4I\nUGi0dLjrvj8T+HmKXIWJQiIZQ+kEl33rGlat3kgUNWHJLCoKEMYmDLMIR6EsTbGtaacCzh4zhJKm\nrdQ35bG1olqVMv6ME3Fdj+EDhiCFiwuQDdm9YRsyUmjtEBoLFMhQk3M0GVsR5Tx8ahEqi9XksDOz\nG4lNPLTBCsgFWVw/SW2UpcZuIubbSNVESVRG3GnL+uo65jz7BFYqDpYEGUK+CRRE2XQhdVHGcH3F\nheecRjZXTxu7krSK4dqKoZ0O4J1dS0m7Bl/FSHgVpHQxQ9t0o3zLOnI1GzHJLjw3+SmuuOJKHnr8\nb+h8iAFWrdvIiSefzmOPPsGy95ayeOG73H///YweN46q+npyYfgvitiedqeYQoXwzBemcfJxJ3zi\nfmH/F3yhSBsZQxh6CKm4954HOOOMM3n6macQwidCksn53POH+7DsOJlcgLLiuE6Cyy6/gilTJrNg\n/hxsk8MyAQoPSweUOa0I0nVkTUhl1MS1o3sQ9+qpFxGBozGxdjz81AyemDSJa6/5BcmSUqxYDCMV\nQkiaGtItjeP2GBkhLXSgkbbF2m2bsR0LLQvdYkpVip3pWnwrRJiCmyAM7NelD6s2rQEp6NV1f0SY\nZ1Cnwdzz57/iRCDyAiIHSBEIlxwKz3VoBGYt2cjfps7nz0/PZPGWFRgtGNS+D7lYhmQ8QQllVOW3\n48UyNNCEdkD5NqPbH8zWt9+gKJHn+ltuwxVZXp0+nZwoTJguuOACbrnlFjp2bE8UGWxbUVpayuK3\nF3DIIYd8YFL3P6/r4HkB/keUv38e+GKpByoCIYmwePDPj3L4uAm4toUbCxky8hCiyGCsOGEIiWQp\nJ51yJmEYcvtdv8XCEJcGQYQWklAopLaIgjocq5S+Ks1FB3fCppFcvp7S4jLWqxRT58zmyNPHsbY2\nRocOcTZvq8UKsrRpXYqybDKZDBJdkK3QSGy0Bse28E3Itsbd9DbdyGuDY7scOeAQnn93EZ0GtyaZ\ntgiUxLUlXe0Klta9S23bflRaXViz8U26dBjKo7NeRvw2CZ5XsPypSsZMPI1AK/ycTzzhktMhvhfH\ncUKILDLhYPZP9WXS6hkc3flIxvUbz3OLn2VnSVdKEyn6JQYSmIC2soRBqoyV86cT7zaKq372C956\nbT7X/+pmJj/zBEopxow+pHDq1ftdxBub0rQqr6B6xy46dmy/zxCJvZ4YA8qymDRpEieddBJuPPYf\nockXytIaDEoW/Ki+/QZSX5dGWjaZrE86HxCh0EbSr/8Avv+D63jrrXk8+eST2CrEEQHKBGgrRkbb\nhDKBJxy0TtO/qIlLDmoPstCJ0FUWac/hsWmv8o0rzuXBSW/x5qxZtO/YHdc0cdpZZzXntcZpzrXe\n90RJC6HBmAgn4YIliGShpqrUKsWPPLJWHoTBCIFJKOwAenXuzjavHhFKNlZtx40V0a91f3xsmohz\nyTU/Z+jhE0gHCj8AKS0sHTK0ZztOOPwgDhnan5CdpIMmTE5Rm6vDStrEZRwrVLRuW8m7O5ei4g6z\nFr1CVWwnA7oeSGbzFjoOOILZK5v45vd/wjlnnMqhhx5KaWkpQbjvbV0iKC1Kcd7Z51BWVvavyphp\nVkaiCD8IUUqwecNGEu5/hrDwBbO0YVTojq0N9O3bl07de/PGvFmUFpeTznpERjHxmIlEgcdvbv51\nc+t3iSRq7iMjCYxE2BYmCEgKxcBKh7NHdMDPZSk3At8vI6MEG3ft5Jrrf8R3rrudiradeWbSY5SJ\nCL+sjLlvvMK4Y09mypQpuLHEPvuoBS0NkZWB8lZlbKvdSad4G4SATJ1Hu5ISqvK7KBddcZXNwnWL\nGdSqEx2L2vPSmhX06t2ewFakwzT92/Thyh/fyjtvrySKIqLIJSZyfOuSCzjtxIkkHXCNxs9biJjk\n3Y0ncscVk+nYqjvCSHYHVVTICvq170NlZSV6vWT91jUkK2K8snYWR/e7gHIngS9L6Dj4WBaueJHz\nz7+Ivz/yEA8++CDr16+nX+8e+xyjAL556SX4/r9Gt3zPw4m5CCUJw4B777qbTp06/SfXCfliWdqY\ncgv6rIDKtpUE2vCty6/hwJFHcPl3vssVV1zFpk2bePHF6URhoUWRMTkiIdAU1rmKgoiYDikzTXQ0\nuzl9YAe0F2IrQRR6eH4Tc7bWky+xufl3tzN1yhvkdJpWSYmlJAlH0lhfhZVIsWjZChqa0mjR3JZZ\n7BuqtzS0Kitlw84tWI6NDiMsO0X/9p1Zvm4Z0hJo32d13Qbs4iRFVhlBtgnPacJNFuOJNFYQ4803\n3iPMeRx24DDu++1NzP/H01x82niSspF40mDCLDGZxg3TDO3VnfU168kqn26lrdlQtwGNoX1xe5as\nWMyQ3geyfMNS+vceQEMuR2RlCTMZTDpPpMpo3Xs0VX6choYGrrvuOh588MF/GQetC6kDe9Zy2BuO\n6xaaiiCIuQ733HMP999/P59zJ6R98IWytOjCLdH3ff54772UVralJFlOQ7qK2bNeJgo8bFuhIx+J\nJplw8P08kYljhIdA42iPoiDD4b0rGNerA27TbqIwjlFxNkqbqbNn8oOfXsvlv/4zM5+eSq3eCV6S\nMA92sANsl+JEnAceeIDTzziDNl27Y4Qmb4dYJtqraNagtKQsWUR1uoFsmCdlYhgVo4Mq59VMI57J\n4Zokg4cfwNZ8NWV+a/pVdKCOGjq17si76+dzUJcjsTTMe+UhsnVVlJQXQ7YOlAMmhm40CCsBQRNI\nB4VExH28WJ7ORW14Y9dSehftR2VlG1JiI91Ku7LKfgdbxomFKdJqM8I1tLJgR94ncDsw7LiLeOLZ\nydx64y+prt79/vlvlhullOiweR2zDzChe/ofDBo8hLlz59KqrPRfP/Q54qOvj70V5396+YM+8gEf\n/UQIw4gsFNoa+eA1rWP3yiU0VS3H1nliyqC0j60UStlk8wGRsXCFwegQRxpa6XrOHTOQQ7pXoLI7\n8QNNEzHSiTgvr1rOhd+5iEtvfBJLdqHItdi1qRZNBoQPVgJQRMKixBaEuSaydiMRIYubNlGv6nFD\njdYRIgjIR4JULkHKcamWeUKTRaoAnZdUinICK8LGpotXxsKaheiYS+eKTmzdspbWyWK2hjXEjYMI\nImw7hWs7IBW5yCKwS/DtOGEYICJNYARh5OEHhkF9urBy69v4VjHGKJqKstSoHNXba5m/6R+YEs2L\n617EJPKsrt1MRmqyOgdIbC3IGIcX569hV4PPXx58gEcfe5SWMIIJiNAEJijUp5nCmmhQ6BDuhT4G\neOgvD/Hs009RUVYCNDdi/g/hExv1fybl3lLQ/xXaLvRG3ZitZ/zZR1EvffLFRUSxcpAZEDmMDIAQ\nYyJsqbClIouHssqQ6YBrj96fobqW1ulGpI7IlJewMRPw0JSZFLdpz203zcMN+9FvQCewXOxYvKUX\nAhQ6eEujSQRZZk2bzDMP3EdIIzERsbNhN8bVSGURyIDIDbGloFvHzqzcvAoVc5CBxJIOrSor8WSI\nVoa4FaN2526kqceJa7Y2VJOLKdJeSBB6uDlDfV0djhODAHyjqGpIc9Fl32X8CWdz4jnf5gfX/54F\nK7aQkzbf/cnVLN++iM2N79Fk17Bg7Ryef/0RDjthEEPG9OLWe3+GbzWhbcPSNUuJJSWhX4Nr5xAq\nj3CL6DNkAvuPPIY88Nu772Tu0nfZpQMy0sVEEkfFMFohUAR+wS9yVCEx6Zxzz0FKSc8ePREI8l4e\nKf5z/sFHuwd7sfHjanb3Ie6nZLEj6nHCONd+91a2b1xLJ7cjVUEOJ0pjhUmiZpEwJEJZAj/MYkvB\nYcUxJoxoRSobkEzvIkimqI+3YeHqJl7+xwpOO/dQti1IsOW1Sk4YdRHVuXUUl+fQWtOrWxdkmC10\neWmG0hpESCJZSr4xy3tb32VQ92G8/u58uqd64ooiGmQjuShPD92BzmUdWLhzGRkZUpSTSMulW5fu\nvLNqMYe2O4S4cHBFinpVS0olCbPgYmMbQU2sBi8ukIT4xFDC5chjj+GZF17koaemN2ulAhNq0k11\njB4/mt49uzLtjcdxwoh4wiGmDUJ7EA8hyOF5htenPMCBJ56HiybI7GDezD/TpvsIug4eQ0NUBIm+\nDD7qIsad9TOacorvf/sK/GwDzz7zFB06dUMDUXP7KNuR5IMcBx80iqnTXuKRhx8hnUm3nK/Yf1A5\ngH/Dp81kcgghiMVjCAFeGGFbCgn4fohjWy0cjZoX/v20pA1MMZ4veW/lduyGncQtRRhmUHYcETVi\nVJwMLrYUxPwqOqp6xh/Yl0FWEiuXRlg29QmXrfliHpv8Dvl4OXGrLX97fAmdUsPJxrqQyip8q4ya\n7eswQR6hPU495sjCOglaoMMQaVv4JSWEOUmstJytDTsZrAXZTEhgNI7QNDSk2Vy7kT7dOpIwLuVF\n5dRk6ymRZfihj9CS6sY6ovYB+WxEGBgamwIqK0uxTAzLNrhxzcvvTUUX+SQSKQKtGDPuBN5eshKD\n3LNCRKG62JKUlVUwb+47jDxoKKedeRbTn32apvocTpGLwkDWR0sXRyo0gr/edyfnnf91/EjTOi7J\nV68nbNoPN1VCEDRiFVdilxTTr1dfNix/m6qtaxl14iXEjUcsEWfAfv2pr93Ntq2byNTVsHrlUpRw\nMMZQlEx9ukH+DPCxpE0m46QzOQBenjWb6upq2rVrx/DhwxFCEGlTaMUum9vi/B98Bc83JOMQVs3l\nrLFlVG+r4s01m8kHPYipACtdQ4/iFIf27kSn4j60cgx25BOKHTQ5PdgVdWDSlFkIt5bGrMFKGfp2\nHoJlSog5JdQ3VYE2lIYOS6t3YMVdEl7AD3/yQ4wX4Ec2wk6QzuS4/8knWDBzMVtqNxPFy9BKEHdj\nSFehcz5tKtrx9prFZLpkkUGKwV2GsPCt12jfrx22YxNTcQIpEDYk3QSWZVFZXE4+F5DB583Vr9EY\n7GTwfp259OtXIC2Hk046kz899BgFtbR5OVEK/b4EErREaot33lrMaSefyMUXXUqvTm359S+vA0xh\nUYkwRNgWOlNHr45tqCwvY/P2OgSNRB68O/91+h3SEXQG45bQmJPIWDu6dB9N356jKXJABzvwfR/L\nlpisw87a9fzpjgdAFEpz/lPtjz4MH0laA2SzeaZNm8Z9Dz5ATU1Ny1JA8eIUtVXVHH/88dz0y19j\ny+bsoeYKzU+DlCt4581XOLxbnm+OBhFWoFofxHnXzODo0eOodCPi2RrigU8kY3ixTqyvDXhlYTU1\n9c/T54D9cHv0ZM3Kaga0HsXYPmPYna3hjbmzGT1iAru9LcRSkpz02Vadx0tncZNJ6nbsItGqI9Pn\nvc5Pfn4DsViMepOjda4V9YmQuApYv2Mz/Qf0Y92uNQwo6oPl23Rq3wPiFipr01q0xYkpTDwE4SKi\ngrXzo5Bs2ESWHLvyO2hd0g5Zqqn31zP7pSdxTB1ltGXz9h0IN0n7Lj1bZvFWs59d8BYL7ksum8WO\nx3j86ecYsX8/7r/7N0SBhwlzKDtBhEHaFhEe2YYqfvnLX3LpVT/FEOHlc3Tt2gXLjuPGklTVVdGu\nJMErk26nzPWRGLKmkEAURRE68ilxIXICfvTLazluwusfR5n/CD6atAaeeupplixZwvTpM5CycKsy\nBgIBP7zuxxw86mDeXriIq666im6du3DfffdRUpIEPrnRTZuIi7/1TU7s155SP0KaBkzQQNyu5u+v\nv4WvJV27dqZNa4cubYvp1aOU9Oa1rFvmsavkANzSI6ift5LzBx9LzEsRbQ9JFCdJWpB0A5oaqvAq\nQJgUHnE85aJUktv/dA/T5rxNfU6TSJThC8HVF17ISQdMwO8EUV5wwYRvclTPiSxdvZx+FV1p7XZm\nUFfJml3L6Vs8BLcpxoEHjGRL1VbalHTEaAgDje8GRDpLJtbEP3bMwVkVceJZY7j+G2eCyuObPGE+\nz3kXXsysucvwoj2ZVR4AijgBFg6A0BSXJPERGAOz317GiEMOJwzq6dWzD1VbFxP49biuQQX1xIxk\nV66UMN6Z0HIQlmb37vUk2vQlygmS2QYWvTWPMyeMYcbLbzLg8FNIO52JhSCkIjJpErqJea88y0Gj\nx3LKBT9i0kPX8/+Ie+94q4rr/f89s9spt8GlN0FALCAiCgIC0kUsKGIN9hZFzdcSSzS2aBKjsWBJ\njIo1KjZEFBEVFUGKgApYEelSLtx6ztltZn5/7HMBEzWWT/Jbr9fmXuCcvWfvvWbNmrWe9SxbuAi+\nOxz2v5AfVFohYPbsN7lz0t04ja5qEd1jx3DHLTcDMHTUaKa/8grZbJax445h+JABXH7p5QRRgGvZ\nCYK/2H8qscTWt5oONzapOGNsXwbtV8lrizZz0Un74/obeOCRD7n52vMJRIaLrryLrV/XsuFrzbz5\nTQjS2yjv1J3Wg8+gedYl0g00XbydMuPhuy4OEYHU1DmGOJ9hu18NniLwIa1tcm45h4w6HiEzVNc0\nMPHcE7lk4pnUfbOeskwWLRpAKEJXcvCgTiz7ZCl9eg9n6aYF9AoyNLNc3t74CXamjE7ZvahoaM7M\n1W/SttVWOnXqjJPJ8/ynT5PO2JSVOGwPInSqngtOPR6sCLTCpYIobcArRWBhG4rUT5Lt1TnGnXAa\nn23awoSxo/jL9ZcjMBBCoVCgJFPKtVf8lhtvvYKv13/Em48OIs0K0o5FHJdQH7di3oJvePTpuayt\n9rCxSTXU8fWsRQjlkU6n8YKA12cswylrwZY1H9OkVYznNSevywjtgKyMKegqtmubjU4Jcz6Yy5A+\ng1FR0srUNHqERsP/KILwg1dRytClSxfKSkvQfDuCYNnsiHfNmPEK0156kaPGHsFD//g7e+61D3v3\n6MEZp5+FlAkngZA2IHdU2QI7ftq2TRAEXHPcYXy0ajOdTriSIdfPZV59V2avyjHx+pf4zQ0z2GJ3\nY3muI3sc+ne6j76DbgMnUr7bKITloPwYL5Z0bdUOGSnsSCMMSGWRVz7S0pisQUUBaaeUjs07c8jg\nMYRBAddqYOG7z3PuKePQuRzZdCmYGGk0UgNxwLVX/z++2fQJtbWfs2DJp3xlb6QmXaBPr8G8tvJt\n3s29h1USYWUi1m1ewcIPpjH+qANZtuAV3n31aQ7o2Q3LsrBte0e38UYxQnLU0SdgUFhSEyO55Kb7\n6DToZFY77Wi5Zz+eeesj2vc+FIWN50oqyrPgwLjjjqBUtKSdV8+1t05mfa4JH29IMX9lNZ6znRFD\nbB578ABmPrc37zzfn4dv6cXxA126tl9D2iyh3Pqa0vATmseL6JJ+g3Xvn8OK2RewcckkUtWfYRfq\nkcrCkKFV6wGcf87fCXGIaEjChI1dXIsrw/9C/iMBnQF69OjJR8s+2glLK9YYhWHi31q2xJiEbyuX\nL3Dd9TeycuVKJk+ezJNPPsnkhx8mn88zZswY/nDj78mkM/92IW00J59xJEu+3E7bfY+kScUeVK/5\nkM2r3sLN13Lv1cdy5h/+Rv+T/sQGvxdB2IChDse1sC0PHcV4hWoGrN2I1RCRdpohZIhBMv2rV+i3\n72BeWPw4w3c7lC7OXmx2N/HUZ4/wxqtPkRX1lFsBlptG+RrLy6BNXGw0J9AYkBKtXMaMHkd9oQSn\nuWDzN3k6Ztpz4qkD6TesD6ecdhW+NEw8ewKnHH8oKbaig5BQuVx/2yNMeWcxFXbMvNdeJBVtp3Gb\nFcpSqlQ5rds0QSHp0udY3Bb7kstUIsrLKFTX4GTKUA3bkZ+9zBfzXqYkZROnyjCxwbYN/ft1xI89\nRP03/OH6/enbsxx/8zY+WLGSl2Zt5euNNuVNmjJgYAtOPL4NzZ08kcmDXUioTRWkjYfEIx+Xkxct\n+OfUj3jin7X4uiMFty17DhpESkKrdAO3XX0enpUG42GsnVGO/2P5GaTKBpTSjBo1CoBCISCT9nac\nynXtxo/RGDgozaS59c9/RAqYO28Ba1avZvEHC8jlA1559VUOHpB0TunatSt//etfadu2DUKA0YKl\nS5Zz1lFjeWvmJKp2G0VJ56PYrVMPClvXUSlX0sJuiqpOEzl+MlkoRcQxOR0htYKggLYMiz5dwpD9\nRlBnfDIiS4t0BWtqN1LpVrBw5VJ279yBlJXGEZpSz6VUpLHsNGF1LVbKJtI5tNucfC7g00++pHWb\nSlq2bYEfh7z05suoQi1Y8O6iDxl24CGk6qqgxOKJl+7giKMv5K5/PIBTEnPyYf3BuKSatCGvLTBJ\nZ8Z41+yRSKIDbZpkAE09FqnK9kg3gxfWo6u3IWRLCtolsipo37EnBw8/kqUL3iiCsQUFLeiw92G0\ntN9l44c5Rh/sovOfQbMSDh/elMPHVOKrzrw9Zz1P/PMjXpm6HCXBdaFT+9ZceM4xZOQa9uxSD9HH\nZCgjxSbOPjrLCWOb8t7CGm67fR5fzqwiLLPJb9rEndddSRDG2C4obXCKDMt6lzak/y354Y2YTsIb\nt912K8NHHcqLL774nbSN//p3u/gPA/v3ZcBBfZn8yKPce++9nH322Sz4YBFSCgoFnz//+c8sWLCA\nDRs2JDA5UkyZNoOLTj6av7+6gA8+3UrLlq1p2lxisoptOZ9mkUJlqorj83aMQAiIVEhO59iqagnw\nqQnq8dIuHZrtxuItX3NQlwHMWjaXgpcnjm086RLlQ8gCocAtawmOZsu2DRwx/nSaVbZm6NDhZFem\nmDvvbb788ktuvOEmhvTrQCpyGDNgf1SwAdIOOB6dUjY2GhyHG/9yN+PGjKG6ZhtXTLyAj1ZvxnFc\nwiifcAM0srAYiRSaZKdlYePipSw2rP4IVzUgrJCyroPZXFvALWmGyrSiwVrPkuVf06dnR7DzpFQl\nD995B4W1x2OJNkw4600mPTiUTNlqTENMVri47hccerBm2CF9qAuyNHEtwtBi1artvP78vXTu1IR2\nzfampKQpaIGUOdImQEXVHNavHcOeOYiFS3JcfcNCbL+ScUedziMvPYxDA7Y2iLgUbf/3FRb+k3ug\nMY1+69Tpr3DTTTcx89UZNG3a5AcbWxulEY2DLyKjtNHJ5ktazHrjTW677TZatGjBGWecweDBg5Ei\ngfrViVrq1ueYcM4FbN60jkwkqJFbiAsB3YeeR1Deh9ArxyKHMBJjMghdQBDgb/magUENby6ax7Fd\nR+BnFLaS2E6W95bOZvCeo5i9/gVyOcVRvcfx+mev06Z9xN33XIbj2RhZyWnn/j9SJWU8NPlxdJE0\nOFYxWgV4bpa62gKHj+nHi08+ToUMsDIxkbKJY0hbBrJt2HfgEHynFCsSuArq/DxO82ZoPySlc9x1\n49UMO7AbmBiQRNLBKWsJqRZs2JKn39DBfLFiMSaKSTk2XfqMwG3RjTq7FZFXSSrcjFi/kDULXyIW\nDkqDJxs4ZmAHHnq0C2mR4+0Ziq+2RHy6ai2LV8RoC1LSwkNx6/Vj6LZbTCpdg7BqkoSKXUI+X49X\nKiDysYyCuIwwasAtaQVqM0EQ4DVLk69tjrD3Z+yvHmNzTRkdd+/N1Bdm/ORu5z9CfgY/rUhMP8Dw\n4cPxPI8RI0awcuVX/57W3QUxIyxAaLQu5nSMwhI7mfRGDB/G9OnTefKxR9mj8x7cfcfdDOg3kLv+\n+gR1dQ20bdeGV199kUVL5vLsSy/SrnV3ItmZj5cvpyQV4cYOtrJwTIyrDJZSgERqhWc7xPhI28Ez\nkpzxMZGkfUUbJILBPfqxXeVZvm4Fe3bdC79QwE7ZBNIw8bdXgFPK/X97HIHGko0wPYHnZsFAWWma\nN9/4kCOOPRVV0gTtJ2w1adsG6aAbqrj+iktwMGg7g6816XSKyC8gY43Skjnvv58sY9jJjlsYGrHY\nbVuU0MRVfP3FMtJO8vji2vXUr/uIqOordGzIKZfaUIDRmDApLVM6xms3mude34YSZRx0mMXjb65C\neC2Z9tSZvDqlH89PGc1xZ+7HaZfOYOCpMzn/T8tZWdOdSLSGCDLawco5hCJLLDwQEseT6MgHkcUR\nzVE5h4xdRVrMYtrk7sx6cRh999/Ivgc0Zeq0p4rvexd92FU/KBZu/qve/ET5QaU1AqQlMEA65VFV\nVcVpZ57ByadMIIgNioTCfKe1VjvCNSCRVkLLI0j8OYGFReKwp2wLjKF9u1ZceslFzH9/Dhdd+is2\nfr6JsWOP4bEHHsRTAZwYvAAAIABJREFULh13b8f0559j8r1/JFO7kven3IbHdrTrETsp6oMasC0C\n200C4r4k5cRoK0PaT7F4zcdU+JIu7btTy9eImhJG9x/HBzUfYKy1XHfDpdhWhgWL1/PO+58y6f6/\n4Xoaip29lUxilo09tIwE24a335vLV2s3IRw7qaJVQfI+rDRHDOqH5deQtwTGiYjrv6FX+w7Y+Xqs\nbBnT330nebk4RMLBIUecqwFRIBYQu5VcevXt5LXNeRecR7OmFSyeM40D2lhUxnlkKoXTqiVIC+mC\nIoeRDnf+8VYm31XHlFcUtU5bMhJ671VGE7mISr6iUn3FCcN83p96KL+aMIAPP8xz3Emz6H/Ue5x4\nyUfcNWUT6xv2IoiagldO3lQhsJBaJ3tGtwErFqCspGhYbaG5s4yrTjbMe7oPb876PYMHtGHLuq/B\nQODvoqAGwMcQFRFlOllpfgYZzY92QJQ2GGOYMGEC8+bN4+CD+/PySy8TBAEIgRaGWJkdp/wxE6gx\nVhvH8Y7wV69evZg69QVOO+00HnvsMYYPH0ldXR2Dh/Zj+bIPGTqgNzXrF6DqtmBjky1PEQuDrcFx\nM9hC4kZpCqYObQnq/C3UqBxeEPHax/PIpaElFs1cxW23XUbnTk2R0nDJhb/h+t9dR2VZCcJIEIm/\n7AAWEY6tQUcIA7Gpx7E0e+3dEx2nQWZBWIRSIeJ6iHJcftH52H6erBTMn/Mmk++/lUsuOQ8V+ES+\nKFrYCIkCYyPiAmiFBhp0mg1Bmq4HH8+rSzcwfPhwXDfF048/SFhYj1ERZRXtmf/BR1jGx0UiMXjp\nkAce+id33fYJE8bO59RTT0CnAxqCrkCKBm89JUqh1WJ+M6qeWQ8fwIynB3PC+N7ITGeem+0w/tyX\nOH3sfDatbEfG6wYiAisHKDAuu67YjucR+zlwJZ5aza0XlTDtyeFMOL0ba+vWYNJgiMEECYCODJg0\nVmOITOR/VsjhR/dcCMKYa665hsFDh3DooaOw0GzYuIFTTz2dvXrsy51//SsNOZ+SbOpb4/gxXs6O\nrn8iaQXU2NZSaYUxSTLi7It+zaGDRjJ2zKG8/v5iJl77D/YdcjxbowjppCnRKWRhKz1WfYqFzdIv\nFzN072HMWfUeTkWaIRX7UqttXvr0afbczebRpyYjWE/gK+xUE3oPPJ4Pl3+SoMgKPjqTSvZGJgCj\nUTJNwcDLM9+lum4zpx83HgoF0sFWTH47xkp6NXj4YGwCnaLPqAmoOM+Sd1/BtXLU+4LBh51GEAiW\nzn4EmzqkscF4ICPwKqF8dyr2PYyKTr1RmVaYqI62Va8x/+13ECamTd8RyA4jMZFN2cbX+HTBm0QB\nOB7UVS2jLBOxfVs9m7eXcNbEibSS87n40q703LcD5f5GKPFBpqFQB9LCxDHK+NieBwjigiLKeDi2\nJswXyFgVgAQZgAhAl4AoYmwlGGUQjgeFiHz1VjIty4itZny4uh1nnTOD517+ktYdu+DYGguNhZ1Y\n18ZuTz8MV/llPRds2+amm27i6iuu3IHeb9umLbNmzaJFixbs3nkPRh8+hudfehnNzrCOxvxHphIp\nZRLCEo1AkaQKy5YWjmUjEdx3998YMnQAQw4ZwJhDBnLj5Wez+esPKLFsXNfFTaeQdpo127ZQmmlK\nEEfEVszgdv358OOP2FKiQWkcu4a/PPp7/LAK7CxKZKlrEOyz34FEMsGcCLdoAEwMaAoizSW33Mce\ng07kirue4a+PvUeXAccy4TdXQEUWkXGQRuPZKYIwBsvBS6XwLNC4/O7GP0KQxyZgt1ZNwRgKJA1L\nkBqsNGhBFPigCnRs1YQmJSmiMMSPDdU5RawADFLn0GGA66QoRCFKFpBpjTKKlJXG5BVNUhZd2tgE\n9ZsZMH4ge/Vqy0X/702M3QXl20RqHQgbLAcsG+k1QZNBCRtKLBwcRCxJuV5RWYu1YsYhqWwsqo3W\nCdFeHKIdgdeiLYQtsP0GDui4grdfOoYzT+qNUmCULKIncjubqOudLDU/RX5c5QJJI2HPc+jYsSPn\nnXceuXxhh3r97sor+fKLz7jnzjt44L576bFvD26++WZCFSNImEqiKPpe3qgfIxZQ2bQpb783l4nn\nXMyJYwfS1GmgjAJSG+rDeoTjsnzzWmId0K1jD5YuX0wTnaZ/l748NWc67216nfsn/ZnmmTJ0WE0Y\nwLhxv+L2ux9g8IjhiY8OSNvCRCQbnUhx1sXX8ezby4ia7oEq70yD1RG7VU/mrNiErx3IZDEKCCOE\n8NAKdOCzz95dEdlSXnl7PmDhornp2ktJZ2zuffAJ0pmmoBKuB42N0TH4NVxx/ilsW72cMssn46VY\n3yAZc9IFbK2NiCnBsl2UDpBWCt+kiQFpxVhaIFQaEadxdMTDd/+JJ578nCWrm3D3rQcx+oSXUe7+\nqChF3gugxKMhBKk8pHaxVBoZlyO1jWWKQB2RtMJCZ0E1Lf69kUe48SiKUGDXJZ9XLuXZL3n1pX4M\n2ENQvakGx9gYk7hFRbw9FoWfrAs/7B6Yne5BYwIhjBQvvvgiDYU8Z5x6ys4TFX9GUYRwEh6o7du3\nc9QRRzBp0iT6HNiHInXFDwznB+adhlhKYsAjpm+fg3h++huMP+VcmvY+l61eSHlOs3b+U+zru/Tt\nOoqVG+ew3Q9pu3sFH6+dx6tT7ialAijNQiyJwjqcdDMUGVas28Ke3XtiIbF08kCFiVEx7D7sVGTb\nXtTkBM2bNWPLtlqEUXhWQLRqNps/mklU9QkpnUPINEGhgOcJtvgWfY44k7Tj8um0+xMXwE0z4oSz\nWb8p5NO3nge9HW1JZJCYHi0dZPM9aN97NJnO/ai2W7Nt8ybalGmshu3EXnv8ilbIuJbMF++w8oPp\nSAuk0IRbvsQ1BZARWkAUGmy3kj7DjuePV2XYq1c9NVUt+GLRJxw6ujUZL0aYGiBHwsXkoHGROgYc\nMHYyZumzY8dk0rvoh/z2CyIuug4WoRaEYUxJk44Efj23Ppxj9psxM99cg0gV0/doIAJ2Oee35Ze5\nB6JIzuA6FuPHH8ukSfcy843ZxHHSMC0Zt8GRFqLI/NeieQvmzZtHz549iyP4BXE84SeU6xEoYt58\naxZHHjqSpx+9AxPVYlsCJ51hv0GjWF1Xy+frV9OsbTM+Dlczc9l0HrrrRlKRhjKXKGggX+vjJMAC\n8vkG0ilnR2QDvTMwo4vdw03tJqhdT7htPemMTXl5OaHO0GS3vhx2wjmkm7XCNxEm8PEyLuiAJlmb\ntA1R6KNlFiyXfMN2/nb3bUhp8+SUaUS5EBXmwCiwLIQKQfk88rc72LpuFbZtU9ZmD1S2JbJZJ3Rp\nOxpig2WBsEJsp4CUCfhGGI0WOqlKlgavmYUfbmTxjCe56q9V/P3OVXRqHbHPyAM578pFPD1zA3V0\nJS/bEshKYuFhrNpEUYVJLKp2wLhonMSf/TfD0lhwJQE3+YxxcS3Iullo2Eycz3HhOe0ZNijF0P7t\nisqqUdigvldhv1f+Y5x21yKwRuyvFLBw4XyuvuYq5sx/D8t28IOomMuViB1BL7Ckhed6333+7xzO\nzkMrBcZgtMaIDBIoc8AmBXjcdMtNzHl7Dhs+e42SPPjSprrQiiaDjmHWtnks/GIxJr+dtEiRLmkG\njgUNGkdbpDKKNRtrOejg4dx69/1s3FyXXNMAdvHVCMW8ee/RvsTnk+dv5tLDOhBvXkSsFX71JrLp\nFDWppixZuY44NBjlISwNkY+WNkYLWqdjUkSs9i3wbFJ2ms6tmqN1Azc/8BBOm044KtpxTWO5ULuR\nYQd0oY1djapeiwl8osCiYFVQb0syNpTEBTKuJKfSgAUmh0WYPEblYEUu1IAnYohqaNmsKy8v6cjo\nk2bTsnmKu+8dQb8DRnDJxa/zuz8vZcmagLqwAzrugS8EfuSDiZKDGCM0Gvvb8VcRo4UqHkW3QSYN\nBDEWQsZgabIpRYXaxPknu8x6fn9OHtmEK646M+lm9jPs2M/PuSnNm7PeYPJDD1PwgyR9V5xwv8ii\nFsUYk8R5hcV30a2XlGQYNWoU99xzD7XrPiNjJQ/YKynFqWhK/9Ej2RLkcdMuysTkg6LvtKMGXNKq\nWSVvvzGTY8cezpKF74NSyQMxGlsDWrL269XMePlZMmmLKy49l7HD9kNsW4adX02Z04CNoWmLTlxy\n5S1kytsVX0JC22m0ZsjgQ7AsweLFi4nyeaQjKdTW0L5lC7SKePa5l8ApAW2QjZtXpYhqtzP71Rew\n6tdTomtIqzwyn6NUW8i8j87X8+iDf0+ycEaBX0CSnCPZ8ghwmyCFC2WKVrtlqW2w0e4Yjhn9Iddf\n+DZK5/jj7UO44eJzaNjUn2tvXs2oY2bj65H4fgnaeISeD4AVpdDOdmLpoYSFEgnPhCRGihApwh94\nmzYq8KloUkshXMZ9D+7PyIOqGbxfRwK17Sfrxs9WWte2yLgekx98iIMHDaR7r55cetVVNPgBSisE\nYleX+CeLNgJtGie2QBXPZSCx6iSGPZ0tpUIW2LjyY3SUJ6/yKE/zylsvU2e2U+vXE4uIhR8sSKwB\nFH0xiZRwyoQTOfus03h2ylNJxUWxWiDJ3ll03H1PJl74W2p8g5AO1Ws/49U7f8N1Z41k7cKpeCJC\nlrZlxvyV1EbOjpcJYEvBSSefgFaKKc8/l0RRMhmkKvDKMw/RoizNX+66l+1x4xKpkcTU19fh6DxN\n2caK6ZNoHa1AfvMGbJpBSe1M5KYZtEutZ79uzZEmB7nNRLntSbTDNPqWEVCPKmQhsw9L5y+nQ8fm\nbCuLWOt15POmNzHunn3pfY5h2LHTufiWmbz12Tr+Mfls8jWfcfpvP+fz+j1wVQRhM5RMgapAigaE\nzCPwE9imsUG7oH+guFHEaJFHxCFNsqWUs5lBHd/gjWe7sXxZ/U/WjZ9vaQ04lo1lCYQQzJ8/n7Fj\nx9L/4AFcd9111DfUIxDERUY9/RPr4oVIjtfffJt+Bw+iV6/e9Dt4II888hie5+zwrDZv3px0XdQm\nsTQqwDUF0lZAWhbIlpSgjeCDJYuLTksydmkgMvDE08/y7ntzCeMYlYT6qfdDEBFGQte99mT2vMX0\nHHg0HfcbxQfLN3BA1905+cjRDOjZGU8H5CNDwc7ywmszULFACAuExKiYFs2ao5Ri/fr1Cb17XR2e\n52HHPi8/9wxxHPLZ1+vBSe1YUcrKS1BxgAjraEKe+S8/wTsvPM1V55zEGUcexIevP8vs557CFhlo\nqCZsqMEyjWWQRUMhIurr1uJk4L25b3DRmcdz1klHUltbzUGDR7NlzUZatBtJt8HnsKXpnpQceDKt\nD7qGX53/KG0qy3j8bwfy1uxpbLH7UOdsxjIFZFyLjDJI30OqdJEjyqBNSDFj8D26YmPZZaBs8AFt\nk852QZrlrN/45U/SC/iFtEiNlQcXXnghN9xwAwceeCBLPviA8ePHc9lll7FP93148sknqW+o/5F1\n8TtvPI4VR4wdx/XX3cDzL7zI0qVLmD59Ohs3bqR37758vOwTANLpDAWZoXnbzlh2irRlQRhjVIJV\nzYca6aaZ8/4CduRhi+I4Hi9PfZFp06aScl2Wr1hOGIOXdjFoIqCssoJsZWtki25kuwxENuuBDgWZ\nbJbpUyYT1lRhZAqvSSv+8fgjUCTQwxikMLiWTBhZYoWK4h3/L4jJ2jE3XnMl55x3PqFVQl0hSaYI\nkzxboSK0v5G4ZjkdmsZMnDCBK8+eSJtsBqlrqN+8kKihCstESKkbX0qRu8Ei4zRBC5sLJ/6a008a\nx6H9DyYdehx21Hi2578mNIKC3Yzduh/GhjU+bVJ7k8u1Z8yZMzG6kgvG9+bXJ0znxaktqXdaggdo\nHyyDUgFYLnEkiVUa+HeM9C6akiRQAKxtEOTAqUO7HenVs/MPfO+75ZfhyIrfHj9+PIVcnuemPIsF\n7LPPPtx3332sWL6CU085ldKS0h0W98fKe+/PZ9XXq6navo0jjzySPgcdxDHHHMOgIUNZtHgBd951\nF/vufyBnnHUmVmVHTKaSfABapwipoEWXQWyO22FkGlXcAWPsnYM2GkfnGXf0GA4fdjD33H4zZ5w8\njpQdYWMQOEgkHlBbW0uQbck3VgtqyzrwwtvvkvBXBATbv8H3BZHdks3bDcJO/PCkQiPGaAXaEEVJ\nytYIiRYWJsxjRw2MHtiboYMOZugxp7FywxaE42B0jBICZTlIIXD8WkxuPaZuGf6G2bBlHtSuIiUE\njlBIYtBx4toYCUKiTRpft6bH0DHcceckMJrKlE22UENpW4kK8pTGW/D8iKbl+5Kv/YptNdvY4BzI\nitpR9DvpK/74t008/0xfTp3Qg0l3VTH2pM1MXeKTK+tFlWlP5JSTj0PcVAyy5vtfplBIQrRIARqT\nSlGVasc5V26gQ8uOP1ftfobIndGEEs/j7jvu5KEH/sH8+QuT1Ku00EbvCD7Y0vpJ27M5c+ZQWdmU\nDz/8kHnz5jJ/3lzefH0W+/fcl0l3TeLhB//OwIEDueeee+jddwiRtvAyTchHBpw0Hbv1ZeCRZ9Cq\nY3diLajLhShRTMUUB6WikKhuO7aJ6NaxDUP690WYGKkCUGCbBC4ZF8t1lNSE0uLCa29iddV2Pl/1\nFdgWmZIKMBb1DVHiGhTFloCOUSbpYSCKfQw0NkImJUaWhD9efzX77LMX5543kanTZ6IsDyMkFBVe\nksXEDiZ2SLmlCflyaOGIFGAQOyCBEi0lSoASksOOPIILLj6LPgd0xqjtWNKne7fOGCByDUbVYkJQ\nuoxM00qWfjGPrvv3oMyup2OXw/n7zD2YeMcqttWt4+ILKpj0jzPYsH4Q55wxm/HHz+PPf1lCack+\nxRBtnKyTRib9UYsVxUlwa2cxvDYV1KpKfnvVRiJzCDg/ve/YL0bsCsAvFEh5DrPfeoPrfn8NNja5\nuhxWgpIgCpLM2H8i/Uq80sZEhqHbHl1wbAFG4UqBY0M25fCbiy7k/PPO508334zAorY2QpiYMFYI\nz2CZBlQsqZfNabLPcMBDOSmq8nlICYylk8a6bhlWqgTXkqSMz5+uv5KwejMIhdEajA8EDBnYj3jL\nKlpYMWEg0B36csgR5zP6uN9gtetEfeTj2AIrZRe5axUKF0IfjxjppMmWlYKXwrJdIjRkSxFemqhQ\nR9YL+fvNl3DahBP4w50PsvzrarR2sTEgNUooLBui2AfbJrYtYqKkODJWJLhGByUcCkqg3CxDDx/D\nddf9lrMOG01GpjCmBGMUR44dgRfGlFWmydcWMHYZsdPAbt1HE+Vr2L2sM7WqlO2Bx5Ax5/HCOz3o\nd9xXjJywiLVrV2P0CoJcDVsCWLJSYaQg0vUQOezgCTeAtDFKI9MpZDoNMsmMBk5bDj91PnOXlPLE\nU48UV4UkamuSwqakxusH9vD/JzDzdHpngHjq1Kn0P3gAc+a+t0vcWXw75rtL7Pf75JRTTuG9994D\nwLGtnZFfmbQdvevOO7nqqqvo3mNv/LoqUjLEUX7ScQaJEi6xcAlDG69yd6RdyqVX/IGwIBBKEBa+\n7a4ksNYIHfqYXA3asUGkQCseveNG5PavcFQ9XrYEmepIScv9KWvfH1+0AasFft5GUrqDo0AYwPEQ\nVkKXufceXSHUCMfDsj0KeZ/6XB7bzaDqG4gKdZxy4rG8NvV5zj77TI46/mS2FiywK7BUCCrERWGC\nPDYK28ToyCd0oSAjIksSWxn+fNv9HHDgUKY8PZ1+fQ/E9RxUvgBCI9CMHjGUmm3b6dm9H9trNiBk\njBI+mdIMoTaQDki32Z3PNn1OXvgMGXEeXulgttUPYOJvtvL6uw2cfN5IHnzsfO69dyRB7hOwmxCV\nlCDRKLuGOLUN4wqQ5VAHcV0D1aIbH36+N0ce9iaXX/AMFdksWzavQcdOoh4GRGO3zh1/fLf8n9dG\n+L7P3PnzGDB4EA8+8igTTj+DqprqHXn9H2JX3FWfd2vXllv/+Cf69OnD8hWfENPYi0Jiuw5eymXS\n3Xcyf948QgMGhTBBslIJB1XEmjluBV36jyOgjKWfb2LRJxsgjHCl/e0LG42lQlIigPw2LBMTGIis\nNLZpYOOSmQSrFuIVNuELRV0qyyarjIJnUwi2kHXryDr1yQbFKIRUgE1oBNrEnH/GBBrqfHRsOG78\nCWBsKiqacsP1fyCMTEK/L2KaeIoFs2fwzycf5YrrbuTgI09i4NETuOzmu1i6rprtlJNzmlFnNWU7\n5bwzfw1nXnADvfqN5LQzTufii8/mg/dnUpYJcAiBGEFSWYwwuDpi2lPPctihJ1BV/RnCCpPEgc4w\nYsRpvPneNPrvO4BKMix+7Qn0tuk89rfLmT//dUorv+GZSV05us9a9sqsZ9tahY4rcYTEqTagHayw\nKXZQgRAh1bgs3bonB5+0nnMv2UTbzlfx8msrGDa4Jc8+eT2/OvFYcgVQcXFTb4qT/Xv0Y8fr+rHQ\nxJ8iu2K6YqWZMmUK99xzD3379uWWW/6AbdvoOCadSu9oxPavjdYaL/zqq68xceJEHnzkUQYePGAH\n/4IBahoKHDRgAG1H/RYtsziZCsJAYwudKLG0CcOYrGfxzaJnqNvwMU1dn3efnUTKscF2EGhk0f/a\neXEJXhNo2oEAB0f5SKP5YkM9g44+A7vrcHIFcDNpCrFPqbbI1q/ihKHtufaskThRDUZ4iFQJvnLY\n/5AxLJ49HRPUc/vtt/PrX19AeXk50uiidTEg4iQpoA0IUVwpHCLhsXDpx0ydOpXly5dTV1e38+Vp\n6N2zN+OOHUvf3vuRdmKkSBr9AUjtJBktYYFwQOcJdIq+p97In+57iuNOPYz9h16OIy1iSsnmFQs+\nmERpfjsiENxw9W/41fGHYkIbYUP/g9sz8/EDKVWrCNAM/9UyHn3qNErdJTSP6kF5RNIndCqZs6gF\nf7ntHYxuy3MvTiWV8nF0jKMkxlj40tBn1FFUF8r4ZNFHZLIWthVT3AE11iJ+p739ryjtv34pihSO\nYxEEEb367J90LkSwcP58Uq63Y+O2c1RJebrj2sSxJggCzjj7LD5b8QmPPTqZnvvtR2xg9cZvGHv0\nONod9jvyviKTLScKQWKwhEGpGOlmKPj1NNPrGdy9OQ///TYuO+0oTjpqWFLBSxKzTVKPuwxaRcTZ\n9lDRHguBUD5YLtUNIfscdh5eWWsiy0FHddh1dXj5dXy5ZBrhli9w42qwMhi3jDWb6xl1zAl8/NZL\nuJbhiCOOYPqMGagwLFqVJMdvAIu4uJwktWNggXAJxE74ZhyqHb8boYmiEEGy0bOVKSYXiiJ1spkT\nDspYWHEdpJrSceQ53Pv0a5x6zrHsO+gSpLYJTDmlgUUq8zFLXvs7Wcfw0bwFRfKQgJiYex+8n1VL\nHuauy9MouYbn5+3PX25/i2NP2peLj+tBdXXE9OnLefrZZYw95izOOvtcPNsrNrjOI+OSosNaT2g1\n4czLbqHnkCN4+J4H+XjpmyREUjqJ8ohGTfh3+a8o7a4SBEl7Tde18f2Qggq46KKLuP766+nUvgOh\nH5BKpb5dDAlEscK2d1LvCHRxty3xQ0hlPbofOJBYCmqsTpSXN2H3rt1xyzskFkolihtrG9fWRIVt\nbFj0NMNHHMLzUx7nhTsuo//enQCKGaxGkGciEgMKYulgN+tUJFzegWVj2Rdbmfjb33LZxFMZfVB/\nbE+hc18ThxZuXAMyjW+V0/vg4VQ0b8Xclx4iCiOctEeupoZs+l/wGEXTsjPJvMtwLIkOEjIM6ThJ\ntaUxxGGAnfKKiiASMPCuHp+MwRiUcDBGYmufWEv2Omoik6bM5Mxzz2Wv/uehIh/llpINNdKsYfW7\nk3ll2rO0a9YMq0gco0joOLbkG5gw8FBypoogTNEka7Fv7wO57JKzaVaRxlIBaQFSeBBFKFUgMjlS\nXknynLWHNA5aBmwJbK7563R67H8QTzxyD3PfegF3x4RNgJHfpVP/nXrfXRxXz3USOKKBlOdSmi1l\n8kOTWb3qa5577jlSqRRa64StZJfDsqwdXAqQEOG5Xhrb8Vjx+efsuf8A8rFFNlvJqEMOYvcO7Vj6\n/rv4W79ExHmMZWGEhRQ2UkBJRWsaCgHjf3UaMlXBuRdfjZJJaGhH1KIREGRk0ugOjU0ADZtp2LKO\nQk1VstwGET06teedF55mzIG98DdvJNrwDTK0ijv+5Hw3/ukvWF6Kxyb/A/wGnNIsyvfJlpcmivav\nB2CEJBYukXDRwgXhoowktly0k0IZB61tDC5YGVAZdGBDXLROMkZbAdqKvo3HkhJ0XOzPm1CH5mp8\n4kKAbUu0jtHkWLF0Hl4IHcqbYccgRA6iGEtBxsTs5tjMWfAer85awLgjDuS9GVO474YL2L3coizI\nkdUKLSAX1UPGwrJdUiLBMSg8lBWAvQVpQ5NsOUuXvIEWmv37DmDe4mUYkuf+bwWQu97K/52m7iL/\nooC2a30rNmoBAwcM4JBDDmH4yBFc9tvLyfuFYqk5hJFBJNEyopikPDuToc6Hi6+6mfFnX8Z+Q8Yj\nyzoQxS7Lvq7CatGN3sPHsmz2P/ni/WdB55C2gxIGpQsU8jGlbdvz8ZfLOWL4YHJ2Ez76ejM+DsrI\nIi6hSIOkdFH5kgoxCnWU6CrShbWwaRlR/Tri6mXorUuQhbWUlNTjpApoEyOJiU2GwGrCK+8spud+\nB9C6xEqKzXL1WAjwY3bMUpHAHyk2dBZGYpliVrQ4JstoXCmwSRo0S2KEibClBgpIR4NsxLvKoi9r\nFSdhsuQqo8AGIw0mijBRSDZWpByNNC4mLEMHBrP1I2666fLk1oUGk00qOSUYYRNKF21Bq8pS/Hqd\n8GMZkxR2FrEbtlJkpQW+n5zDFUhRwNJgqQyQBR1h2yGFbVu5/97r2Wuf/Tj915cRa4oTOP+96vU/\n7EmSiOe4SVsf26FFs+a89uoM/nrb7aS9FK+//gZnn30OAwcOoFu3vdh//wPo0WMfTjzxeJYtnUe5\nrOGa313GgWOWe9c9AAAgAElEQVROYt3Waupqq8i0akOPLt2YO20yVes+YN9jryQt06yd9lfceB1Z\nFL4ox8h6unY/ilsuuYMJZ19CTsLxZ9/IrZMeABpwlMKK02jhoRyKuNRGbKpECRstk8NROWwTJJko\nACPRQmJwCGPI2+UMOvx4zj3ucO659gK8OE8sSopB9qKIXX4pkmJJEyNNjKUT5U9QX7+kl0FyPWlA\nCgXE2Gg8x8Vx0ghPYFJpYmWRdusR4SpalJZzyMjDUEBk5I7QK8UJ4FrJqujHitfnvE9BxfhhAfQP\nobx2jiUBKxuwHPL1dbiOoE+vA5n80N1ccuGl1PtJoWwcfT+c9X+utFEU4XnJgBq7XUPiDowcOZwH\nHniA+fPn8emnn7J48Qd8+ukKpkx5hh779Ue5FXh2xPyX7uPLr75gz0HH0bb7YWxpsBl2zAms+WQO\nQht2H3A8bnk75k59ABlXIYyFkimi0KO8vDkLFy/g7PN/Q2l5hldfm8PzL81HSwdtFUBECG0ji/AZ\nWbR0YgfTmiYUaSLcBMQMYBRSB1g6T73xGDnmSEzkc94ZJ5GyNJZroeLGEpVGKWKGKS71jfUnyZNJ\nDvFLFJadk8SAMCop7zKGMIwIY4WdcQm0wbYEabueFUtmMeXxR/Gs5PKm+J3G7JZA75hrxnLwtWH6\njDeQtge7hhC/U0TxfhJXSBcC0q5Hs/IsfkOOpqUOQc7n6t9di0LuxCp8h/zPldZxdvam+lcKHUFS\ni9b4szEnIYt7jAi4/faHKPXaMnDgOJwmu1EbCaKKSoIgw4Ah5/HJm5PB3sLuh51MRbYVUbCWUhmg\n7QqiKEfbvbtx16RbGHjIKCrLUgwaPII/3vEgBaeC0PZQJk5oijDFNGrSFVyii1hVg1CNlQIyiQe7\naQw2YaA59JiTsE3M/NdfhDjCyVSgsfBktAMviwAtJAUlyEWC0DiEuOCkCAL17e3HL1BcuSO9qLHt\n5LkL28Zgo7TETmUQloWj80R1a8lQS6d2LZEqwpIa10mykRAT+4XkkcQCYcAR0KS0kiWLP8JNlRQ3\ngd8ju05GUVydtEEFPhNOGs+Xn3zCc089wWvTX2LzthpiJOLfW5jtvK+f/UR+rvxrKveHsg27fk3F\nXH7RpTzyz6nsc+hZBLKUlNZYxiIyEiVKKaS60Kw8y7LZT5Orr6bPYaeyZMk8Uqoa7YdkyxzSbVuR\ny/vUVtWweu03TLzoXNrt3oJDhh/BylX1RCYDtiKOAK8ksSC6uIW2LBACJ6rBUQ3IlINxSslTwlZV\nyqgJF3LAAQcw6+UXsNwYMMTCTRRbq2/dZz4yzHr7fYaOHsfJ51zEb3//JyKZRnhZikh6gG+7FL/g\nmUdRDNJBSQ9ju6xat4Ym5a1whUcJNcyd+SztWzRNPh4FJPECDVIQRjF2KgvYSCvptzH5Hw/hCJ9r\nr/4tcRiC8x/KZoqKa4qhRWkknucyfHA/hC5QkU3hOZpRY47guemzCH8AX/VfD3n9pDP+wGSty2l6\nHXgAfqYF3cechyKLpSyEdkALCp6DpJ6sjtiyYiGrVy7lgLETaNiwlo+WzGXEqOOoTbdAmYiar5ZS\nu/INTjzlJFYuep1Hb/s9ntJcctUNvLfkQ2JpuO36Gxk67BBqtlWRsm0sWXQRlMZyk/Iiy8tw0qln\nsnb9Bo464nDOPPNMWpUnXRoTK7erZSVhahESJSQbtuf49W+uYtrM94gMWGi2blzL7X+8hj9dezlW\nUWmM+GGo6vdJYxhPqoCESMRB6oCCKeW6x99l7meraVnWFVOxN5/O+AMVWcP7b83AEUlVpxHgG3hx\n+kxuve124sggVcQBe7dnw9qvePaphyh1NIIYHUYIvZMk+7tFokWMEQYZgrA8MBGB4zBq/Hm8/dZ8\nlIRJj0/nsccmM3/W87jfoxH//xPo/0jZXL2GsLQFw0afzMuvvsyA0ePJSQk6JCsMVhBiXIsIQYe9\n+7CpaiOfzp1Grz5HU9n8S75a/AbpvuMQkU3Tlt3ZtuJVRhxzNM88eA86AKw6brn+Eny3kvsfm8I1\n192AvvY6fN+nXds2lJeWkEm5FHJ5Pv+mCq2TJXPyA/fRa68uBLntpNwA8gWMlSGWHrbKJ8ursFB4\nSILicm9zx6T7uf3uv+2ok9JIXnjldd5ZsIxYuEiTdKAUP9Ns7MjyicR3FlIihGTThipGHHUs9085\njWNG9WJT1Vqi/FbmL1yENBDHGm0kkdEc+6tT+GJzLedNvJrWrVpxzcXn8PvfXUqryjKIahFRQENd\nDV4qg9YCz/3PRYoCEK4LKvFtLQylWY8tVXVUtihj4fwFDB0+hqrabbQpr/zue/t5j+QXyHcBZ34E\ngCbO1yHTramiPfv26c37M/9BSbQZr7QloQXCtkAogliQC5vSs9cI8vl1aA+69x7J1o3rKbOrcFIe\nrisxXgu21QS06tid+Z98DkbgWmWU6oCrTu3PO69O4fVpz3D7X25h2PARdOjSlaZt2nPwyEOZ8tDd\nLHj9RRbNfpn9OrdBhHWknCKU0EpjYbC1nyiMTNBPjokglbQzsmybV2e+TcfO+4CBz5Z/yohhI7nj\nbw+xTWV4ZtrrWJYNcZj41D9HjARto6VAS0ksIozRXHH1dayrjTGxA2zny3kPcPvNN0KskQJsy2bR\nwqXst38fln72NRN+dzc1zbqzRpcROTYdW1aQIsAKQtA2JSXNcOwM3n9yD9BII5G66CoJBZZEakNp\nOs2SlZ8CMZ9//AFtWnXmkYef/d4z/e/dg58ptWGO7oNOZ59BpyDSHq6p5o2XX2D0yNE0yK4oYRNb\nAbYbIEIbO4wwQRUfzH+RfgPORKe/4dPZs+kw7DQwIZXxNlo2bWDUmEP5fxOO5KvpDwKgpJ1UtXop\nwroG3FQJkVJFsmCR4CYaiYONQmjDDqZA+MHJp2OFTDkUCjEHHXY8oVNBpCSOLSnk8mTKmxIEAWWi\nnnkzppB2FEQhP8e26GIkzYp10eymmfflFm54ZAorPl5H7z79WbJgDru3bsrMqU/jWVBdXUu/IYMI\nbUHBbcFVtz3CmsDCTTlYymDXbOa5m05nwUuPUiJqQQuU9ACDpRM35KePU3Ltn+6ndY8BnHva8fQb\nNo7xp17OA3dcw1cfzf0fZsT+C+JaSW+sjAip9i2q4xL6HzKSRXNnJcV2RAjtEESG2IoIbYHMtiPj\nZNm2dS5hXEkYbcXKbUIrjzxppj33AunKFrTq1rMYYlEgYrRxoZDH9WzQPg4hDglqShAlS7eIENJ8\ny2/9T6uFtCxMGJIuyfD/UXeeYVZU2d7/7b0rndCJDjQZJEsSEQmKijlizjnHq+PVcXTGOOZx1DGP\nOY5hVMxxDCAqIiiggIBIkBy66XBSpb3fD3VAnDs64X3ve+eu5zkf+unuc6rqrNq19lr/sOuu44nj\nkAiDloLa2lraW1tRSuFrePSZFwhCElzvvxybiJyaILI44YJruPi3t+LSwqeT3iTraN567VnyuTYO\nO/wwthu1PXNnzebPDz+KHWuWL11GWiSm0nZo42XrSXUfxq0PPEF5ClBuzokfPutfCKUUxWIRW0q2\nGTKETCZLurLqJ//+f03SekrR2MEjJQp4qSyR0wGT6Uin3ltj202gWzChRpAmJia2Ikoioke/YSxY\n8CEegk79BjL/44lksCiaFEKk+H75Ki67+gbmLVkDtoVSYCLQm/qO5WSU5c4BcZTUmWEEYfhPt6SE\nkOigxNgxo9BaYzuKWEO+UCKd9hDGIJ0MDzz+DJGxNovz/bMh0SjbxngOuhQx8f0p7H7IcXw7ZxEy\nylGbtojzLWw/fDsOP/RgzjrrLBYsWIAARg4dzqCeDTxx3/WkiUnJNHGoCWXMQaddxMMT34XKerCs\nMvgJsJx//ODKiD5jDFJYrFvfTHVVBzQRvXp2p5QvUFfX8DPn9r8lTMhvr/gls6e9jVVaR9pO+psV\n3Qbz+WfvkkkFpByD1DayrBelVUxNl35I2YHv5vyFhu5jsKIm4txyjLDo3m8E1155HcryOPWSK/BD\nCWFSb5kEal1uOakfvzZRhcskwn84NmMbYPiQwTgqsahPxpYyAUIbjR9CJFysdCXK/UeFTv76ekli\nP6BoNMar4up7HuHQY47mpl9fhq0MdVVp7rvzD8z6Yhrvvv0W48aN20yfMgJeeu5xssEGlMkjMgpT\n5VJSEanarow94DiOPONSDDaWiTGhj/b/8dpbh5skABITlkWLl9G1ew8AunXrgh+UyGQyP/n//2uS\nVgiXvXbfCRkuZ/6796C/m0Q6aEOoavp3H860T97DtZuwtY80IIyNiFMUZCU773UGzU3LcUwl244/\nihkfPUitA1W9RkJLyOI532B6DuSJl98HY6EqHJTRKK2TNpXZVLNKNDZaWCSNF/l3S4ItQ28xDu1c\nX4/SMZYGoUUieVmui7XlEkmPm2+7Ex38vfHoT4VE4JIWHv95y33c+MCznHfSMfTvlGbe9DlMee8d\ndtphLJZUWMrBtZ0EqhLGiAhSy/M8fOZl/OmWK4BVFPxm7KiCglYM2f0Ivi5UEogUurgRK6Uo/tw0\n4K+PzHXRWhPHMbGBNRvbGTVuNNoIlAWWMqS9n165/9ckbaAFIYb77/4D1aqdJV++x8Iv3seNmkhX\ndMcvRuQ2LMHIAKlVoh5oFDE2hcjQqesgwtwK/HQ30hUOi7/6mHzkMGz4SK675mouvfp33PnQk0lC\nlgr8uEYr164mqeMMSQJqsYVq4D8wIPlhVCtRxpCxLaTWWMpJLI1MkrhBFFKMAl567XWk/MdW2k0C\nIZtGrslu3WH27O9YnPN55MnHiVs28NbrE8tjXbDKqKQwCDZz+Gwtafp4Dhs+X0QPqxa9fhXxxhVk\ndYxVsoj8EipdzQnnXcojz7+KzGQg8lHOz1HI/+r4/ADppghizZRPpyW2pyS3mRACYwyl4k8THv+9\nkvavpmPasFllRoeapjUbOOP0swjjANsuEjXNYsOsP5N3UwwbuiOLv/yUkqMxZBOFbruVMNZEgUOP\nPsP4auYk2iOfAdsfQGHVLPzAQIeuGJPCVR3ws3U88cE0dMEQC4tQWcRyE1SuPCEClCmPdLcEtPwj\nGzENWliJDqwuMGxAdxxLUxSKWEIqStZyYUWkKlO0mxgT2+VRqv6vN4UBjFXGL0hwkp28n8vhFwOC\nwOXEy+7kvOtu59NJE6mVJHJPMhH2SLwxwLYdTD6CABa++THe8nYcW7DVLoNp6JLhod/fiMm1UhIh\nUhhKhTyBV8tVD76CFhkIiolO2k+EFiTnnPyECQNMEFGMbS688gaOO/lEMia5Pou/X4HrZVm9Nv/T\n1/HnL/P/59iiZ6ujGHSILBPyRu00jv0POhA/DDAmRkchacdm/crlZArfYyprqe8/Eq/Ujiamymol\niC0cFSHTmnZdgUq5sH4eyulO4FZTb69FU8XAPc5g4lO3cvsDL3DTrY8S1jSgtI+tA5TRCVVF2iDk\nD8iuf+n8EvSWIEIJuOrqKwFQcYwbQVNKE0uo8R1kARy7gg2IcivpJ0oRo5EEicJMPpccZ7aB219+\ni7GX/yc33H8Px43bhQOqO6OEpliKwNhQkNCioQ34vp3VH8zg+5cm0VBZQeboMVQeMALTrYoPXnyR\n6pZWJr/2Z3KqnUAoYmMIghK/vPEeRh96DqHVAdW6/idPWxqw4/KTSoQYz8Z4KQLh0rFTHy48//wy\nyMTmyy++IvZztDav/en3+9e/gf/ekEolPdAomdnHRlMKAiw7qXWUMOjIRwnN/M/ewrM1Vd0HsXTW\nZ3gqoZQbLERYwjcQO1l699+G+dOnIG2XQSN2on3VPIooAreG1ya+irI89jjsePY/9ozkIEyyzMfC\nIhZ2uRz4V1s7urzhKnPStKGmqhqhI5RJ0GShgkhCLo7IyBT1cYZX33gPLWT5sze9z+ar9ANNSGhw\nXEoBbMgZJr79MccfdiK/OOE0+lZUUeGXKPgFUrHF6hc/ovWVqWx4YTKtEyfz/TtTkAZSPeqpHjMM\ntCYSUCgLKk969RW+m/Yx9WlBEGs0Bst1KFhV0DiYqd+swvb+3nB1ExdOUtKaDe1F9j/4SCa++hba\nQLFURBvJnLnzsS1BddVPDyv+LZM2jhOkk7AcUDY6FsRaYjsJy0EIkRASMQgihL+R0tpvyGuL9jVL\nkGETeWlwlUTIEKMr0AKsbCdSVho/vxa3op7Fc2cSqRhbGfoOGs91117FoaeczsJVOUJtEYWbbKV+\nYDj8X81bNqHHhE5YBHHA1v17E4Y5CqUSKSMRAvKuwMprHr/8Vp57+GmEtDDG/OAiJLYoSRwngT3a\nHlhp2nzB3gcfxaBho3n0rofpVtuAaG+jtdBOmw745t1PSLcFBEGASTu0uAbVtzONe4ymfnD/5Bkt\nyg5ECMjHVLUU2b6+kfTGDXhSY3REGEWETgUHnHw+p15yAwgLymIkYfhf69HQ9yGVAjuFlhn2O+gw\n3nj3AzzPxhKJFFUkJUMGb4tfynH8MYf+5GX8N0taXZb4VAlrwUAkYM/9D+GiCy6jc8eeKJmCzfSY\nBFDiqJDvv3iNTJRjlz0OYsZHrxKgsaKQBK7vYumAoujAtuMPYc6Ul8j7AcYYHN2CXWrDrh9OU4vP\nY89N5IGnJnLVvc8ROpXIVBplIsTm+vVfXGkFaCk3t8ksS+DZgt9d+2s8FZPB44heIzi4/0i6uVnu\n/MVlpFblqCkqImEjLDfxsdhigqkFhPkAVddIW+Sxy4HHcuDxZ6FTFazP5+g+ZjB5VaRrVYYlhRbi\nTJYbnnyYqmN3pf6knak/Zge6HrkLdTsPJUiDX2EReAqjDcKH71//nJVPvk3bF3O55ZxzufeSC+go\nirhKoqWFUJKCU81xv7qZ5iihEBljsFP/dZW0O9SByhLZdVxy5e1Mm7GA+rpGFMmmMCLmuxXr2Gnn\nvXnxmSc56bhDfvJS/tslrS7P2ptaixx57KkMGb4j24zcgcpsNaeeciZRsAlMLcuPzUS2KOtAfulM\n2mUVxoSIuB1LSrSxEfg4GmQqRcGtwPHz6LiEthQ0N2MiRbamjn4j9uSFp1/ATad4/JUPaA8tKCY6\nBrLskfbPtLh+fGbJcyEuP+q1X4KgSJeOHTDFHOcdexLn7nUolx9wPP03QmeVRmYc+nbuzsbW9kQL\n7Ef442TltysqMZHivEsuZ2VbwLJ1G3G8LNWVaRypaW9ZT8+qWmLXwxNpPv/6K3LkidDEaIQ0uFJi\nxxonBqu1RPMnc1n858mkmzSZqmqqtupOnzHD8Dx45cn7EZEmCA2Bn0MoRbaxN2f+6jowJnHJ+Stv\nDS0khUKe5SvWMmbsntz7x0cQWIRBSOgXMWFiDXrmuedhOynG77Ijae+nU/PfIGl/WLniKEIqm/cn\nT+WE08+lY8++DBy+PW/95X2kpSgUCpsfkXqL5FGOTXtbC9/P/YRApegzYDAtKxdRKhUxwkIQgLEo\nBj6x7VFT28D8eZ8RmIhi81oMFqUoJBRVjB+9Bwcfcgg33/c4R550OiYhS22Rq3/7km1qgWnBf3n9\ncKY/7PRlugJsm1IxzyUXnEeltEjHEq+lwEO/uoZKyyZQmrrqGpqbmwmCCBMJkgd3udVmbBYtb2bo\n2F34Yu5C+g3cmobGejrU1bDsu0WoQgmZy9ExlSXUIAohrmWTclNYJkaZOGngGRAlgViZo+mlT7G/\n20CdcTBCU73vONztB2IaK3joqfv5dvoUnLhExnNRCDzHodWP+GZtjnwxJIrixBdui+thgO/Xt7Lf\noUcxbebXCV5GJFKxjmMjpKGtUGTF6rVM//wzfvPrX6J+RmXzfyBpIwzlBlLgb27n5AsBWB5HHncO\nH0z9ljH7HUvvEWMYOnoMKEkpKJAvtZGtzCClROgYJXRCiXFs6tOVpNIQCU1dw2DWfDcX1wmwRURs\nICcFFSqNyQVkeg0l3/wdlhFs1E1YrqRoHMKSj5XuSdduw8l27sLOhxzHxTfdB6laZGUNaINv1I/b\ncmUe2Q86ZHLzq/wXm2tQaWR58JG08KJQ41mSU447iNfefI7mipjAU1hSEZsIS0qWrFxJt+5dSGcq\nsNI1kK5D21WEuFx46W/Z69gLCZ0GOnbszqvP/Yk/3HI9Lbkmvl25AmMrKlMKFfro2ELpiDBlKGER\niaT9pmIJ7bDs3Wk0T5mJpwVRxwoyO/Sl8bgdoRpQEcLEDB/Qjx5ZzTN3Xw/FNqSVIS4FGGmz7+mX\ncs4VfyCQacKolDQ8XJeWfIlvlyzj2DMuYea8JQQ62qyGKpUAYdGSa+XQQ07iqKNPpq5aUGFDonD5\nt+N/IGl/+EhpJ6sYSOy0wyHnXMHovSaQzng8ccf1LJz6LkO7VvLgLVfQubGGmkoPE5WIi3k8aYEf\nIUNNMVekJR9S06knWrloJwN2lrBUpKQMxtEYkScOm6lM2XSq6YQTV1PjdcfyU4iohLRDfCVpExm6\nDN6bk084mb47Hcz4c67lF1fcSNDUhLJsXCMSEWeZ7NylMUgTo0yYvOJo80vGOiHJxgkAXJkiSheR\npoi0IixKhPmNxH4zj0/8Hd8W5jOrfSUbCgZDmqJrMbttCSrII5Vm/pLFrCuG7H7UyQw94DBe/eoL\njjtxPF998RFvv/o6KrDYZfROtDe3M6x/P9pmf0+fuJoohIYdtsZtrKZkwSM33oFVsJGLW1g2cQob\nX/yQdHsJ0aOOihN3psO+I1E9akEke4qSEKAVbkHy7O8fRKxZwadvPEkYFYgsD5RHZX1nSr12ZuIn\n3yCUh/ALSDfNXz6eQ7vdjQ/efR+FxFU2UdmyFZEsXoedcB477roXUTHPjdf8kk0+Gz8V/yMg8CRN\nN/0gKUWG/Q46ggmn/YoFMz9jxuS3mTv9A+wy89zP54gsD88dwZGHHoCOEszFJk+9lpLPHjvtTXt7\nK5UiREQhHesqWbloLp237oyUBWzlI8Nmls79ig0rFuBEbbT7KXp23o6UjAhCl0gqQhETW4p99juG\nC886h4cef5QeB17AiCPPYtpzd5FWETIubdFTthK92QSigpJl4Qxg04bxhxMPN8/3o0DjeBU42TqQ\noNrWsvu+4yjlHV586BX69erN76/5Pa+99CxejUvYFnDOWReyVlhEwkUFaZZ+MZfQKqB1hCttkBD5\nGksbdt91N5783b2Mqt2KpflmKur7kc104NNJn/HkA09yyFbbIoshnjbQs4H60UPQVkikwDI6ydY4\nEe+WloINRZa98QnVmSoOGTiEZz96j/ETTiCnNaExREYzZPz+XPSfR3PA2w+jis385sLLWe873Hf8\nWcgwSKZvkY/jpAiCAG0E70z+mNouvWns2IWvv5yasDSkSaxefyL+DWpaKBRLZCprKLW3MHXS20yb\n9DqO1Js1u9xMlowrN0NWbCshO9pW8soqzesvT6Rt7QpoWYIXtdC1Q5r2FfPI5FcRrprLnA+eZd6H\nT5P2l/LY7b/h6H1HUZFtYemiz8ivm0MqbsHyW1GiQOgXaW+T9N16LKcffxJD+3bl6odeYMBRl3Hx\n/W9AqgqNjRFWGbGUDEBsaZCWIIp9pCPRZV8tIXUidkvZ3BpACjSK9rY8H334MTg1IDTKK7DT8SMo\nNbby5OsPUuFaENr8/sHHWB0YTJjirmtvZ87M6RRjEKRZvrKN404/hcHb9GGHccNx44jJr71DaIWo\nyjTz8hsTLliHajKpNKWUTasjyKdtnF6N1Ow0hDBtEI7CCjS+1gS2IJAxbh5Kf/mK1W9+RsbxaAtL\nnHbCMWR1gbQskfIkylEoO+GeDd9hV075z6sYe8AJbL/bBO65/yEINE65v27bNoViASwb6drcesc9\njB23E/fdcyf33HH95pv65za8/wMg8GT3bwBhIhAW1912H5GdYdJ7H3HdFecyZng/lHQxwvpBGejH\ngkE/iqiUx3IyGBlw7Fm/4f0PPqOuOkQHkkylw29+dSET9tsXZWyCQoiUCsuVTJszk8OPPA5hR8RW\nAyrVQE1jT/r23YFWt4EwKlDlhsx4834sv4nDjj6G8ROO4Il7bmfapx+y44jB/P6qC6mwQlKE5bNK\n2nbCVolFu44hjjFxjPDKPlxxnBAmbRcTwqqWIoec9R88cfst9O9YTUnkiVMOqCyPPPQcdz7+NEce\neBTXXXVNmYGtefjRu3nq/tvZVmXZrVcPttYhXdraCCyLtZksE9et4fnFK0hVdWGVsBix924YE1Nh\ne3z0zgdUBzGfz5xGHOuEXFEOgUzEXda3s3zqTDqENk25NrrvPAq6V9MqIqpEomZTO3o8l939MBtL\nNraswOgctbqNG39xGktmf4oBHA1KhIDNJs2yGEkI7LX/kUw4+AhefvFZ3n3lz+AXSGczm61zxb8T\nR2zznSAksYbahgZWbiyhlE1lVU3y+/LuMVmXfBLB/78dyssQB6CckKf/eDMBklyphSqnmjDK4zkW\npVIe5VYjHJuFS5Zz8pknsXL5Crbq2pdf/+YMxu+6PyjJbfc+yG133EFl5+4MHLIdhbgzQ/Y+F6tp\nIe+9NYkXn32R8QcdziPPv87yxfPZ8eCTsHSAjAOGDBzIHTdcTUU2TSLOHSCJMSrGSIMSXiLDJWNi\noyj5mk+mfsmlV19HSdlMOP4sOqQ8hvfvx5p161i+fg2nnX8BM6fNJG0ngJRHHryXe668hPHdG7lz\nwNZslWtHxm0Uiq0UhY+nUtTm2jm0Movs2Zc/tW1g0JCdKNoOVWFEa1QgjgIKwNq1G+jYsY4YTWRi\nXGHD+iLrZ3yDWdNCg+3ibtOLTP9GYrv81ENCAdZ8+jU9woi3nnqQnQ47jcC3kKkUpXwTNVUVWIAf\nxETKoMrCZMYYEAI/hsOOPpEJBx/Fo489wcwpL6GL7XgZ7wer15/Jn7+TtAkzswwAYtMqKTZ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kUpi1J7kXlzp9C7T2eyrQVyCiqLYIhpd0BbadqMZtDQIaxdtZquXbtTjA06jnDSLiVdYvS4Hfj4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\ncMTxx2O7mnojCBQ42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2677ZNn2accnzxpZQV0EnCwRIWVa97GSWyg3OPR2TGAdGIDSXcz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ohmWAdUjJlAickMamz3n6iT8y9Vsn8OOrLufU705D+ILB3+jL6JF1LFmymGxrM47jkE5V8ovr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\nRK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hSQU0iKOzBNC",
        "colab_type": "text"
      },
      "source": [
        "Create a batch of 4 identical images and normalize it between [0,1]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2YOndebB8vSw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "outputId": "f360a942-f483-4657-a34f-a4af6898c7c9"
      },
      "source": [
        "import torch\n",
        "import torchvision\n",
        "\n",
        "def imshow(input: torch.Tensor):\n",
        "    out: torch.Tensor = torchvision.utils.make_grid(input, nrow=2)\n",
        "    out_np: np.array = kornia.tensor_to_image(out)\n",
        "    plt.imshow(out_np); plt.axis('off');\n",
        "\n",
        "# stack four identical images\n",
        "data: torch.Tensor = kornia.image_to_tensor(img_rgb)  # 1xCxHxW\n",
        "data = data.expand(2, -1, -1, -1)  # 2xCxHxW\n",
        "\n",
        "# normalize\n",
        "data = kornia.normalize(data.float(), torch.zeros(3), 255. * torch.ones(3)).contiguous()\n",
        "\n",
        "# plot\n",
        "imshow(data)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DKUEJhbBDSDuMEJK8nFy0FlRUxzl7wkU88fiDqFSSosIigiCdFweSiFYMKEnx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CUGhq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\nYG9+ffvv+fqX/6Oyo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kU+MmQyEmUkxkqsAOV4KOWyevVq+gzpXynHiY1GChg2dChvLV3J\nD6/5AT+5+vuIrgjZWAu+wAjwMWmvBmlY3dbKccccx/6TJnLe+Z8u40hvj3K5dDK68657uPPeB/jM\nRV9i/cZNXPu9bzO4uQZBgWwmCwZKYUgmK4Fy+Mc/OEazw97q7QVGl+0JK3BsdfY0Wax10w+rLaKq\ntPfeh8sZMeZAJowfz+FHzuDIGTOqspet7cG3f/lzHrz7ZowAr2yvZdV6MlZWZe/2G3/BoLK9QiZG\nCKcqe2uTgFuXvEVrTS1xZiD1ka7KXm0cE6rU3st2X9Z1by/bc/bIXnp6SjNs6FAKazdX7JFQtT0h\nbMVeR0cXR5142idm7+PGbifMVcvXcvcDv+ewM24nwEcSoBRoqSmFhmzGQYYtPPunO9grF7NgzpNE\ncYSf8YgtfOHrV/Hcqx9w5OmXoG0eIxQ1ElQUEkuPyTNPZvazz3HqMdPSF1JeVlVCklGaof0bmX3P\nLWjr4XpZjAVjYdEHH7Hog8U8/8IcXn77A0z7Ovr0yNKy+gO8/mNwXZdIuyA1OeETmkY+XNfCO8/O\nZUh3QtxpEVlFj7HDyYwfyvOzH2LE9IOINm2gxs2REKV/HqtAgCJm/apVtG3eTEa4DM7VYFQJpfO4\nOkkfRVBIU0dLPmGTk+edD7Zw23FnYzYuJgxXsDlTz0BK7J8rcf7IQbwmevPXj1pwlMYJa7GqCyk7\nkUKh4xwdQnLt+PFMCDaSdG+lVbpsrsvxfn0WzwqKxYBEddFPOdRaSSSgLkwouhAqRUuc0J0knHHG\naazasAY361OKIzyRhv12dHZTEoaHn3+aSy/5MqK9m9BJj445FkKhsTpk3YrNfOmKb7HgtTfIOAJM\nQlDsJputIbLw5NPP8/WrfsxXvnIpI0aNRcQd/PS7F+NVQm+9tJZRQDa7y27zbsDusDf9pG8TiEYk\nAdZEGFWdvWNP/xyB7YERChsbMkl19lzXQ5PakwLeXpTa+2j5Kn7/yFO7tRdEsmKvub0Lv5hBZBXk\nsjQec1BV9oRQFXuGHBltq7K3b6GVo8r2fjV/I45yqrL3gfJxURSLAYs/eIUZw8dRayUlaWgs7d6e\nNAlGKTo6u4kUFXt7JXkCk1RlDwkPP5XaO+XUMz5Rex83djthfv2730e4TWhEuVZYpFdqIOsLRNjK\nCw/dwdcvOp1vXPxpTBjguQqBwROGO264ll/f+yjvrO+gW2ucXCNoUb56CgqlhN/dcz8nHHEorrvj\nBe0406kwVuE49bhWg00r+mNg4rjh7DduOKcfdwSzTjmN7gROnnU0z82dwxHnjqMUxEgpySSCoiso\n5TyOPulk/nDnfXz37NPpc9A4GNATfCi4cOPD93LGmWcSzH+HpBQhMzuXhIU1BMUSh06ZyksvvIQb\nJzT0rAWb4BiRllJAWiAfalwlaaytZ0Wc4eJ3PkyTuddso774NlftN5XGJKDRiZmiNHcnHQRxH3LW\nJVR5cLpQscaxTWgR0leX8DpgU32O37zzFstcRVFkyRWgR2L41tRp9OzoJql3MElApMpXeANvbVmD\nrsvQv28/XnxjDqP2HouQFhuErPjoI5rqG+iZqyUIAk494SSevOw6gowBaTBaoByXm39xC/f89i4W\nfvB+WuepISHGzWUIgMOOPh0pc3z1y5fwm9tv5i/PPkOvxkylDUwcJXje/0jB3sOxw57j1xHtsEf1\n9m684z4OOOozOLlGEiOrtodNj0YqkZ4t32FPAK/OeXq39rqkqdi7/OQTdtpzoeBXaS8yNDSk9lwh\nkVZXZa936JJxS0xRmtu8IkHctyp7BTdHvsPSIzEcMXYvehZLJPUOiYmIFLu1V+N6fPDOezTVNzCg\nZzMb163n1BNO4uFrb8VmnKrs/fT623j2uTf46pcv4bW5c7jxhp9/YvY+bux2l3zhh0sZOuogSnHC\nzsqk9O0MogBfRgzv7XPpZ0/DRAUiHSGVKn9ri4oLfP7sE3niwbupybpE0c5EY4PE82v5aNlaPDf3\nP35ygrbp+lQahLozhzLtaWQJutuYNmUMP/3mF3jrhcf42hfOZ+X7C5BRgJFpAatMACMwrk//fSfw\nzJL3aZ41DTO6CV3u2Z6LoH3NRqwUJJ5CuIod/cMFFmlhxdJl7DdxP1o2t1Lv5JCOAkehjKlcrASA\no/FURK5jNV8b1cBJvUJObA65bEwzVx86nUEiR+jVUESRDYu05kNaGl1Cvx0/KecE+glb6wNc1yEf\nRXTWG3p5EV8aP46b9z+Am/cZxQ3jRnHd5AmMaCuiaiTttptsAp0ZKJX7Vi1rb6Fo4KF7/sCGVWuI\n2jvwhaDBdXnxsSfZZ+jeJEHA4dOnYX2frUmA27MWfIlwBI8//hR3/uZu5r/5Fopyr2xrQGWZ+/Zi\nxhx4COd8+jyOP/54Hrz3bha+MYfejRmE2QFL4v4TYHfYw83/U/Z6Zswu9nYUyVVjj79r78gSE3MG\nAAAgAElEQVSpE/fIXixExd6AU47dac+r3t7g5r4Ve0InVdsretmKvdjvrtreL8eMrdib4dTuYs/s\nkb23X3mtYm/lh0sr9l55792q7S18b0nF3q9/ccMnau/jxm4nTO35DBl+MI7vldWkmScWB6MUbds3\ncO9vbk2TQbwsXq6ONNYXLC64Ho5KGNi7Hm1i/GyetE2JRktDKYHI+ASJrUQxgUQbDRSBEooCloQ4\nTiuzn3/mCfafMJp1KxfzxtznmDpuIDJsJWdL1BQ3E25bje96+BmXMKOQwsEtakrapfmQw2mzGmks\nqjVk7fNvcu91tzKq32CWLHof6btoAZp0QVkIi8DQ3dZFXAhJCjF5p4aWQkAoSIvgMSQSsJKiG7Pd\n0wQ1msPiiDNUM2epAeynobl7A7a4meaSIdEZltYr3CjDSlNL0XSTTyJCqyklknUNeQbLGmxnN7lS\nFrcjoSky1Hd00CvppNFpR5ltBPmALlWkd0mSKwFCkU3ASo+1BUOd15NMh+Di08/jvdfmsfDFl7nx\n6h+Sx3LDNT+iV+/ebAm6mPaZUznrh98gP2yvdJHdwmGHHo6byeDks1gcuqzmvqeeYfT+xzDv9ZVc\n8rkreP2FR/nOJafy6ouP4onyaZ3/3fLQx9oz1OxiT1dtb/Yf7tjFnqzaHiKs2NMmqdj784N375G9\nmlhU7M1+/Y2KvcJbK6q2N7zP0Io9Wb7jrsaeL0sVe4XuUtX2mkqtFXuOt9NeQ0Htkb23nnm+Yu/V\nl16u2PveH35Vtb21yz6s2GvIu5+ovY8bu50wpZQoUVN+85K0iLgchuFnPNavXkXfvr1ASHRlbk9H\nmhaZLqQffcRhFDq3EQXdgMWUa+CEcslka1Cy/DIFGA0YH2VrsEEWdB5rHRzf4ZrvX0mhbQN/efR+\nhg1oRu1ISUUirGHCwCbeeP5JTBIRxzGBY7DSkE1AGZezz72QZGMXW554nfYnXqG7s4v7nn+SsdOn\n8vYHiyBMcF0XKSWO4yGMxRGSo46cwV+f+yuNNQ3U5nuyobWTQKSvzQrQgnSpQmepK9ZSE/gkKqHL\nj4lViKSIR5Ykq0hkjHAbmL+lja1JhluXrWGJ14dW36NU08Tq7ADufnsVfXsMoLY+R+x0Y2QB15bI\n6JhsAlIrDJJ8ZGgugDKS7bUegZSYxFBQgkjXMLLfaEYOGMW8l17Fy+bQYUTG88qRdKAlxMJQ07uR\nMCeZOuNIVq9dgxBQW5envVRg8coNvLtkDRMmH85v7rmfz3/+87zx2susWLyIP9z1G6JSB1TWjHaO\nfxbuDntai13sUbW9Xk3ZXexRtT20X7E388iDK/Z8x+yRPX8Xez+6+qcVey3LVldtz1HZij2p3Krt\ndfthxV5t08Cq7eViW7HnmJ32On25R/Z86VTsNfduqtjTeadqewtff+5fZu/jxm4nTGM1UvhpYOmO\nFpvlRwbiImF3O+h0ArXsOJmRpEkvUIF8wL5j2Lz6I1xlyt/HYIWls6tAV1eJrdtbsRgsBqlAKWjZ\nup5Jk/py2CH9ue6Ga5g0aSwXnnsqp808mJ51FlPcTqmzBZRLZATGJPzo25ey/N030g4mniqvvKZX\n4ZIj2V6K+eLFXyXuLBHWZtnnqMPY1NlKfe+ebOlsIxE2LRouP4sJIWhva2P8uHFsXLuRxrpGaup7\n0xbG2GwWK9Kwh7QMBDI6wdeghURZqAslDSVQRGDAiRQr6nrwi+Vb+e267bw4fx77nfgprlmwghvX\nbOSWxZv4/vzFvAW8sm4dW2UdNUEObJZQ+oTSx1gfZTI42sUxEmUcio7CoBAJ2GyGTs8hIc9eDQNw\nZY616zcwfdaxJAZiYYnL666bNq5nv4mTyHo+Q4cO4b4H/8TMWSfwm1//CinBOJKZJ5/CJd/4Hl++\n5DscN/Nk7vjl9Vx79aXceuNVOFKgTQ7KvYr+5/hn4FbsWVGxVymfq8KeY9lpj+rtnXralIq9x++/\no2Iv49o9smeFqdjrDmzF3sDJE6q2Z7RbsRcaU7W92K2v2Dv0jLOqtpeIXe1RsRc5zh7ZW7dlU8Xe\nG2++VbEXlApV24tK4b/M3seN3W76KOkQJxHCV2ncPQZrBQKBLwWlrva0sX35FxTlx20AzzqVtae2\nbdvI+aBsnO444iEsZF0Px5fMPPYAMu5WevUcxEWf+xJjR03m6msO44GHzqKx1jDzpOvJ5obRp7kG\nEbdhwiJOtgEVFTE6wvPTBcnB/R1U0IYXl2iJFBk/i8QQOZZEShLh887mjfQ/bjrUSRACJSR51yeT\nzaOVII4jHM9FWEvW81mw9ENOPPxIbKTp32cQPWQty5TLdiOpR5DINIRBGUXiFAFL6BoSK0Gna1Kx\n8KnRmu3ZHDdubOH12KFVNtPLc/n+Ny/jmiuvInJKvPr2Yj5DnvFjRzH6kClcvXopV+3djx5BgGvi\ndPNLQiyh5AoS5eHo9E6quWQIhKXLt3zUVcBxa7GBwXd9km7L448/zZChgznqhE9xwsknMXbUSGob\n6mmur2PhggVsXL6S//r59bz33nt84/LLGDtxPL7rcO6FF1Ln9+Ku//4trqv54N3XcIgxOiCMXLI5\nf5fEICoW/tmxw57yfZKyPVMuLarGXqJNxZ4VTtX2rr/xT2zaNpw+zTXIYgumGOBkG6BUwChnt/a0\ntIROau+Qk07eac/Yqu15sSAo2xssXBKhq7L3EvBoHNAqm1mzdDW/vf3nVdkTQOSk9rRw0OW7+PrY\nENvd2zvmlBO58HNfYOyokVxyySV87ervsHDBAjxE1fay2Qza8i+x93Fjt3eYSeggM90IkU2bKBGn\nNUxAXLJ0hyU0CUlcjsYQCQgXcFi2ei1HnjqTiVPHcusNV5PEio7Yp5goUHlkaT2NrMd32/nW5dOZ\nfftx/OkWyfSJt9G58ducdsSBDOr9V7Kdc5l9+1nYZDPz35kPkUeSyWASi5AuUgWQRJhEYT3Bj7/1\neR687ns4fhYj0gwSTye4iUCS55iLLuLqO39B4mgMMbI2S0nA8IFD8QONdB0SE2PiiEKxCyEs995z\nLwOaBtJkmikpQVd9A7d9sBKHHI6ReLJEpGO0rSGRimysUEbiqm5irxWrJW/36sMliz7iw6iBkXvv\nT1OmmdGHH8jdsx9GWEPOZjlqwiRu+O1vqZ98Et6go5hrR/DFxZvpyvZFJJKSZ9FCEVmPbJglF7l4\n2knvYjIRRjisbOjHT1ZtZMKY/fGERpXg2InHkGm1bFi3kaMvOJtnn3uO38+ezUmfO481G1fz4n33\n8/nBY4iXrGDcqLE8/9rrxAVNc0Mv7vn9nXz1wpNY9PrDLHz5MZS1WOsgVYZMVqFEJdyn8u+TGDvs\naRtV7O24e6zG3uT9h1TsRbGp2t5VF4yo2FM2W7GHzOyRPcfutDdyyuEVe3imantW+hV7idNYtb3r\n391asffk3OeqtmccWbHXWFQVe11+sEf2Pn3plyr2vnD1Nyv2TmjoU7U94F9m7+PGbidMR1o8a7Fx\nusNoBRingFVFcFyMjbGJxPEsUCI0CaEVvP7BW5xz1gya/Gd46I59GNSzjdbObZApkUlWsOjZ63jl\noa/z8uMXkC+8zK9+eicXfOZBnnt9LQrBqNFtvLVoHmvXTCZXn6N/z5fw9WauvPIOUB14sYskIRYe\nBh8jJJIEz8ScPHMG7VtX49oEUc5UNEKmZ18tDBs9jjv/+Cc0DrHR1Dc3EkuNdC2FtjYaPZdGJ4sr\nJOvXr+eEEz7FtvXbGNRnEL5Q9AprOXjEVN5JYta7ChMnBF6JKNdJ4DjECpTV+EGMSKDD9XhFKa5a\nuJLN7nAmDNyfgTUD2W/MJBIifnbTzZx25tlgYfxR/8Hcjl5kxh1Hsa2EXxQU1VC+uXgRqxp6kynl\nKGLJugJpA7QK6fJDil6MHyjCTBOzl3xEm1tPnZdHGYm14IgMB02YimyBu355K+NG7c1+kyby4mPP\n89BNd3Bcw0DcTas4pk9f6kSMm1Hcf9e9rFq3jscffSSFUp6s/nXtI/6+PZK4Yk/LoGp7j997QcVe\n3jNV26ut6a7Y0yqu2DNK7pE9vYs9LZyKvSCKq7aX6RYVe684ump7B+97YsVeXX2+anuBERV7RsYV\ne9lI7JG92669qWJv1aIVFXtTrftvZe9jTe7uPyhpiINujNMDrdIm9lqU0rPHjsZxExzHJW3IpBGy\nhj8//Cw/ue5yHrxlb/bu7eKp5bi59agwQG1qYcHjl/P1L2U54/Qj6G7fQN/8RuKgJ5GjqFMd0NUB\nuRLnnz6QZx94gnPOkTTVNnPl92fxlW+vAtkPku0gC2D2Sv+WAkCDMVDqYt9RA8gRUzIeAtCo8lGz\n9GhmzyH70F4KcIIinucRBgVWfriU/QeNYMHzL5GpqWP4vmPZsnEDQ/qfTr3bQL1biywYuoQkq+pw\negxifqfh2KYBmGgj9QkIU6DkGrp8SY3oQQc53tKSn7z/PkNGHM2k2v7EcR7P1/SOHHp1NrBWb+Xt\njWsYeNAJZMadQugmeJveY0hxOwdNngbS8uTCrVy84G2+PHQsxylBHG9HUALlYhzIJtAlsrxqCizc\n0sKoPuNwE4mwKVpPZsknMWdOP5U5i57i4dmPMSj7CvWB5nOj92NoqAnrC9CxncP6D+C1jlYmTZnI\nuHHjWPHBEvbp2ZgeiUGSJAmO868P699hz8v1INCpPSNCjKjOXlE0oUKJ2tTCqy/czRXnL63OXl1d\nxd6mFpf+jSWQBazpCTa7W3t2F3tWqYq93tls1fZKvktWpPbuf2cZ0yaMqcqe0nWQiegdOXxq6Awe\nWvR0VfamuzlkvA5BCSUVxokrG6p7Ym9r18aKPb29g8+NLdsrtuF2hP829j5u7DYPc+IRx6FqBzNg\n31MxTiPZ2loK3dvpUeuStLzHgr/ewZIXXyUxFuEJjplxNO2bX+bh352AU7OOx/+0iQcfWkt3Zgxd\nBYPLWl5/Yh+ydj1ECeR8KA0kkFken/MeS97Zxrh9e3DoIUPImx7grUZls+jCML7xn3/mxXeaePZP\nTzDAccE3ILJp2rOMSTs6WhKdUPCb+OzPHmHirHPRKksoBcYqjI7J2RKm1MGzv/gBT/zuN8w642TO\n/Px/cOJRxzK8qQ/WQpfWjDtsCpd94+ssmfcB7jpLXufISBehfGxQROcNz77/DLnuLRxaX88Rvfei\nV70lZ102tHfy3xvW8nYBhg2byj41o3BUWuRedDJ4IsQJSszdsoGPVAF3wEiy9f3pXDiHEW6B/Yfv\ngx/UEEYF3m1dQrZzO0Ma6lncvZGWjvUcLPMc0dibkf160+0Z2opFHlmykucT6DfyYCbXj0HEGku6\nowmUH2sNoRvz5vI3GUHIUZ5FqhgMxCKDEAECl4VxyNhvXcaaxctpX7eeH9/0Q3wvxx48lHwyMIVg\nh739p5/Npq482dpaoqCL2qypyl6c3Zvt3T4ua/ndL45mwqB5VdmLSj341k/m8OI7TTiynvdmPwi+\nwdoYYWt3ay9BEIvUXkZa6N7Cs7/4AS898gCHHXNkVfa0dFFhgM4bPmxbzralr1ZlL5QZlErtbdOa\nJ9pWVGVvddcGjiXHEY29Gdrck6BG0FYssnDlBn5bCHdrzwrN3NXzGEHIofkMOdMJBrT0sYT/Nvb+\n13mYr7/wJOMmH8PYAwsEwkUlUO8YnKCVF5+8n9GDeoAAxxMEMYTdK/n1HWfRo/8Gjjz+DZqdZq74\n1mk0jOnJp8+9h0+d3g/MhnSF3hlEHBXp0Dk+e8Hz3PDr89l3ejut2x1+esObbF6+gC9e2gPH6cO7\nby3g1p/N4olXJFf9+A5+++OvokQXJOkOmSTBCAu4WKNxTYEFzz3M1OPOpi0qoZWHdCUZz4VE4zf0\npi0ydAcxHa1dRIUQXzlgIYwjtBDMmnUcGaF446XXmDl0Bq70sK6AoESUdbBhwjEHncqK1Ut4edNy\nHlq/gZptUOjqRgmHYYPHM6P/aETRw1pFQEwmzIPsILAeKlPLR47BjjwIaTSt7zzLrOZ+9PUnILrr\nKOa7WLhhKS3t6zi/b1+auwLGOL243xjm7bUXT2xrpaawFm3TjQ7XH8SowaMZ2GMEUWDwCMrvYrm6\noXwEQhVd9t97f+YsfIwpg3tT31XCkQ6OEQQZyJYSxtQ1cd13v8vv7r2fH3znShwvt7Pb4v/R2GFP\nd60nq/qhEsi7Gidoq8remMN7Me3Yu/nU6f3o02tB+keowt5PfjCHR59K7V1xzftoz0OJLoRyIDK7\ntSczWQSWjOdiooBs2V4iZdX2VDGo2BvZYzTucK8qe0oUCJCoTC0vLXkDe8ChVdl7L9/AvBqfJ7a1\nki9swti0gCsJM4waNn239oTdaW9gQ29GdyU40iEXQGfNv4+9jxu7nTB9a3j92UeYceYXmXzkSSSm\ngxpf8fpfn0YU27jr9tkYA1qUeGT2szisoO9eE5l1wvM8+MD55MNFZNx5zF0ygqGNtVz++cFkkg/R\nCdhkG7ENuen2xfzhvrOx8V+p1QG2HiZd0UTinsHbC9vxY58zz1uLLLRyxKhGvvmDF0mca1BJjJUR\nQiuwGivBCB8376BkxLhBPfno/YX0Hz8lrT4xCVJKEgNhqJl2/ImYTAbpeWzZspULLriApx/4MyLj\n8eTjTzFy5EhefeUValQGEUmE51AyITksXY4Bx6GxoBhStzcDagYSZC0ZI5AIRKzxtERv12jXoaQS\nPFyMNORiKHqCl9YtpWbkPnTGEZ0fvcx+PWqora2j25PE0WaWLXubuLuFE+vr6FMsQNZhdXcRM2gY\nBzfvS02vDJ1eCRsHSAQq34AKQBUTIpGkqdjleFdIDxVaIXHdtKn94FHjebN1NdMy9fhBSMGN04Jp\nP0MmTBgsPZ557mmWblhDoiWe+odUPvGxw96kw49l5qcvIzEd5H2PeXOeqMpeIkdV7PUM1qNJqrL3\n0Ozmir2sv5HEaUQlMdiEtI3GP7aXICr2hFJ0hwnTjj+RE88+r2p79Y6ipWwvF8mq7TkGpJPaKw0c\ngK3S3ksdHRw5/HRqemWIfE0p6kx/Zi6PG7q7tScseNZl8KjxPLN8AcN6D8APQsJM8m9l7+PGHvQl\nT0M/S4nhzQXv8PiTT7B54ybOPvNMjjhiGp4To2xaWznqgMn8/KpBTJ+4glxcQ8F2k8tsIwpO46iz\n7uS5P5xJ1nuTxGnFiXqBCMEarvjRKj771QsZnZvD3Y+t4OzTx+ETpE2MRDuRcMGW8OI6CD32u2At\nF372h1w061g8DzAlkHGahmR9ojjCy3sUtWTSsRdz4Y9upa33MGyckAuKKANFxyMXJPzqyk8jShvp\nmaulfsRQsnUZejX24cCJ+3Hzj25hYO0AxvQbRUZkgPQMvLEZPBOgrCVxJaEMcLVDLsij85pSUiI0\nERnPJwkTMl6a1KSlQdsOGgsNrMps5uGtATlXo1tX0V+XOO8rn2HatP346le+zcp1mzjIcZhZ1wM3\nDtmQa+SV9VvID96HIQ0jibQGR6VH+LD4CegowfM8HARRkiCURDsJoYmQKo8wKn1sVEWkcJDS5dUl\nzzPUC5iZqycWMV5kCFyDwaHgZHlgwzI+8gwrXptPJpv9129D7rTHDnvawtw3F/L4k0+wfu06PvPp\nT1dlb9Z5D/LkXceR9d4EQjD5quw51iJjD0KP7/+2SO/hl3LRrGNxMqX0+ONu7HU09EVLj1xQxNea\nTjdLLki4/ooLqdEr/9f2jBCUvLAqe5lShs1eOw9vDRgweBBbF71Qlb0BPfbGxBKc9PinEak93/HS\n9cXd2FOOJSZGSpc1Hevwt7/LzFw9bhyRYP+N7P39R/I9WBQoJ324ksOnTOK/fnQ19955O7OOnoav\nQOJirU8x9KkR7WxfJUmUpaRaKNHEww8O4pLL7iQSlshdgdH5csxbiCYtSr7w8wfz33c+RGx8fn0n\ndNsM2qahsGiwph7XyaMdC16WpqaAu+/6I8L1wSQgJAaX9GRHgpfzSaKIrIz45pfP44+/vomgoxMr\nPSLhEQsPjU83HkFUYkxDI/u6dUQLFxMtWUHn0pXc/J8/Z2ifIRwwcj98MlgBVtjyFbILLTxC5RNZ\njUhy+LKG2O9kg+5mqymweN1ytnRuw815aKsxxiAtKSgP3lr1PnU9mrBbltOvMWHu/Oe5+LPnMWzv\nMXz3O1cx3DrM6tkP7WgK2RpeWrMWt9dA+jYNRmuDUgqTxOkdgxUkUuBmMxSTiBYi4jqP2BPEOk/W\n6Y3rGBLTTqKKKDyk9bChZMLYg3i/pZ2ljsGPLY4pH/cUCbnYkE+grq6GTO7v97T5147UnpJU7N3/\nu99Uba+1qCr2DNXbM0JU7J133tSKPY3dI3v1vlOxF0q/Ym/S4YdWbc9lp73AoWp7sbIVe52rllZt\nTyaqYk/tYq8QBntkLzZJxV7fhn4Ve106+Tez9/dHVauoSZJUvrbESFFCWChK6CzG1Ol1vP7MY9xw\nbRuPPNmPmSfPpXFEgZ/csz+F0CByJXDbENYFkSBsGm/Su4/mnfkdGKcvYyc2sGZDgLC59C4AH2XB\nxA5KWUypxHnnjEXEblqERYQREmy555vQUI6pjwLNuWd+Ct2xhV6+i4MiUD4FJ4vGJ/YNDQ05Dsz2\n5PBsM+f2Gc4JNX3oV4ypFT4DmvuTBAZhRJrsbgXSprt/WhWInJCMqUdFPiVP8G5hHc+tWkR73mG/\nGYejhSDW6aOGNBY3AoFD0Yvp0CX8WkEmauPe235Op24DJA/8cTbXnn0h5/YcTNDdRpjAgu6AmgHD\n6TtkNHF59xGdpudIu6Ng2xIqg23K8n77Ov787ou8sPZ1lhTeZ2uyhUTX4rp9sHgo7SO1i3AUfpJh\n5NhDeHzteqLyelMmBtcYfJ0wrFcfZBRhDP9nV/i/N/4Ze7lGW7EHVG0Pk63Ya2zcVrFnjdwje8nm\nTRV7Xa5fsWfztmp7jnYq9oTxqrYXuaJiL+7aWLU9Y2zFnih3PACLzLp7ZE8oWbFHaCv2WnrkgX9P\ne7uOqiZMKXf+d2sUmGy6fk5Cc6MPDtx6R19+8F2XM49v560nxjF9VEhdxzYGK0NNqRkZCoRJj/dJ\n2Q7SozbXzkP3HcNTzweccvJx/OB7i9DGBe2CzuKwFYxFlzSy1nL0oU3EhRXc8fsHSUyE1AnSJIDG\nSCBfT5fO8h9fuorJB03l+MOnMvvG/yLX3YJrS+RMOz3jLTibl9PU0crwwNDc1cWoRNPc3okfhjiB\nQ62oxZY0Qv9tSWzguFhcHK0oeNt5ctls3jMb6H3kGQwcPIiFCxfy9rz5NOXqcRKBi0K5Em1CLA6x\nKaDJpHennmTgoCE0erV88ZwLWHPrPXxuyGBEvJUw18QjK1soNY6msXkUIsrgySzGCrQVSMeppOlI\nC66r2NayldZCK0eddjbjTriEfoefSjByAI+vfpqHFz7I8vZ1lESIcEvETgcq0PQJ+zJp/xN5A8u2\nrI+0DtJaMjpkVL6WfDHGyv+bHcqPGzvsWWurtjdzn74VexJTtT0puiv2ss5HFXuu7+yRvTuuubJi\nz6FQsbf0r09Vba+0iz0rw6rtScet2AuJqrank5329C72dBLtkb0i7LTnmIq9Py1b+29rb9fxv54w\nZTmUU8tOfLoxpSJXXncffn5C2jTNdCHidiQK6Tp0xtBhekM+QVqJlWlKubUGGXWRkQn3/XkuQwfX\n012EQtRBGMfpFS3ujRAOSmZBFMmLbnr3aeP+h55FehlKnR2QcUEq8GrZ2lZixonncMQJ5/D2omX8\n+IffJ9i6imTLcpp1C3P/9Gtu+87neOhnP2BcphZhY0quoSXupCsreW/rZrKZOkQkyHhZlOugrUbb\n9OyuTgSuk6XkFnl+4xKmnvsV9hq+H288dz92zTZmjNqfcX2HkjcurlFgLJGO0I4hScp9ZiKXOIKC\nhVfffIeZk49ALl/PSE8QJh0Uc4o/rd3AwElH0VTbl5yowTcuKjZYKTBKEGvNristIojpna9neENv\nXrr/j7wy+9ds27gWv24w+x3/JQ47/1I2ZiWPLJtDMR+lbWQFNNbW4cc+H7TFbJIunVKipIeRhkwQ\n0hALrP7/Pfxfjh32hBBV2zt0+rCKPf4X9qSsr9hTOqnYi5J4j+xNHje8Yk9uXlKxN6ArqNqeUqpi\n78/vPVu9PWMr9lQmV7U9x3H+rj0XuWf2PnyxYk/ZpGJvwPBJ/7b2dh3/VAWoFeUZN2zAdeCgQ8/i\nnTcfZ0LfXiinA1MqoVxIYsmgUfDCK2s4eUaAwgPZBXEvhEqwSYyMPNa3QjZXoBT5qNohxN4CtJbk\nggzYDJCi8U2Jgw/pwQOPlZBeDdkeabRUZxBx6aVXsGF7N488+Rz5uiYsDkli2Hf0Xtz1X1chPJ9j\npk3lut/dwoVnXcCExr1QYZGCsUghac34tOAxce/RKKEwiUa5EiUEVgqsNkhX8OGWj1gfFZl88rm8\nt+gdtixcwIisx8Rh+4E2mO4YoRwsO8KSLRpd7s8c4DlZampqwPf5ylmf4aQR+9LfgI46ydT1ZPb6\nlYyYcjK5sAbXSkRiAV1ez6IckZf2fLEiLd5wrCSjBf1zzQw7YDAt7Zv4cOFfeOuldvpPPILBwyb+\nP/LuO86q6t7//2ut3U6dygDD0JEmRaJiQBFRVNQoovHmRkw0mmiMKaaY5k1iTDOJJtGYa9RoNLGk\nqLFXVESlKggiiIB0GJheTttlrfX7Yw+jKQYP+vXHfWQ9HsOUBzNnzznP2WXtz3p/mHTsJ2k5dBWP\nPPwIY5xqRg4ZSXPURdJzGTT0UF5YvYC6cWPQHXuwLUXSCIZnKuMswg+oDu7djHLsDR2b45kXmnvs\neWXbC4IULj353ZHTa8+QIFlj79Pebbf+gjGHT0O4HinP4m899kZiYblWWfZKfo5tXXvYERSY+ckv\n8OrGdWXZM5hee7s628u2p95mT5g4h0dDnGQv7X3a68rt4ZEHbmGMU82YoaNpDmN79UDG/6EAACAA\nSURBVBWDeWHxygPe3v7vMHvWcGJSRB6EqpO7fnMnjzzzPJu3NXL27MP41FnDCLotNrR0MGrSRL57\n9XMcO/UYap1l8byPLKK0QobVJJwOTBIS6RQdts/HL5jPuLGjSLoex49TTJ1RQoo8xmSxdZ5zzpnM\nnQ/vJN+leXHlGr73k6v58IeP4X9vf4hUwkJFEbb0QVs4Ntx+8y8RWhAWNMpxOWz6FCKrSHUQ4UuD\nrSReaLN6exPK6UPWq0b68ZlNFAXoRNyetlDwWWkZJh1/HE77Dpb84RaOn/BhxOBDqKlIEwQRvtIE\n0qCcvfNP4GiBHTmUXJdu2U1BF1G7NnKMKTF54jgqOwvYUcCGqiyPb9zDh6eeTaLTYDsRJSe+wyik\n6QErsZXAMhIliJOupUBoiSdsXANhXpF06ziyvo6j6yGXz7Pu6b+wvKuRMVNP5YhzvogQFn+++ddM\nHdrABKuW6qpBeEcfx8ML5/Hfw4dSEt1UdIeMruqLLeXeMPL//0eZ9rbstPnFdStie+6Ksu1NOj7E\nDboxJgvK77W3auUOOoqt+7SnCHnz5ecICxov5TJ2amzvkH7D8HWxLHsPrV3D7Is+idO+g2fvu4PT\nDp5Slr28DHvt9e1s5HNl2gOJG8X2QFOUsT0jJJ7w9mmv5CY4+pwvIYTF0mWLqCs0MsGqBd/hoP8D\n9vZ7h7k3hdLFBwyOleX227/K9ddP5rOfLnHXgyUefPQvcetTAakBFiMmTORrP17OrVc5qDCJNEWs\nZDWhaaTgZJg0spIta31GJeDPt32Mh+99jo1v7iBRM4RiKSKbFVhFBRSprVBYyuOwWXMYNmwYTz65\ngEymAtGTnrJ3+VTU+0s6SA2+7uLRx54gjCR9igEmK9BCgCrR6Rn2tBYYO2oyKV+ghEHJAFtr3Mhl\nW1jihcZtzPzvj7Bh5cvsXrWGk8cfgVMUCCdB0Q/AODhYGNsCKXF90FoTug5pIyioHB35kLpkHufN\nJRwzqAE3X0AJRXtFFYt25Tj8yFOwQhvXjouZpYniUoeeBG7QRJZEmZ6kmp7EFmEUQaQQVtxG1O0p\nFtYGkiLF+LrRjGsYxWOLnqR14dNMO24OM885j7WrlrJ99w6OrU+RULW0jpjAk+3rOSuZQVSkSAdx\nTBniABBL+fZkGkZM+BBf+/Fybvmxi1ZOWfZcUQlej73Ap7YytveZb1zBwPrqfdozOFg99iLp9trL\nGhsdlWfv5Ivn9tqbPWkyyTLtWZ7ptXfepAlUdbW+P/ZsSRD5+7S3uXUn8/7wa6YdN4eDD5vCS0uf\nZvvuHRzZMIKa4MC3994uySGuaZPQ0lrEsgNG1RvuvmMal1z+GEcecT4HjakEp8htN86nbXc7u/wt\n5PRMKuUOEB66YyOmZhTz57dw6RfP4yuf+jXX/Go2xixm9kl98VKV+L4hX8pTihJIo5BS42sf19Xc\n8PtbmfKhI4mLJmIgovdQZMcX8Ub2dthMVWT40TcvR6RS9Led3h4klhAYxyaQHn0qqgkQPbefI3xb\ns6Z5F4XKDCfMPZOFD91LQ7KSmRMn44RxOwQlASS2hqIb321Ol+J+K8K1EEoTauhjO6zp2sOojg6O\nGXYQstSNDC3WVWVY+sY2Rk09HamduMZTRr3FvhDfKQUwPXj2XiLtPZPQ/6LXsnqbM4lEKMFJ46fS\n2LabNU/cx9iTT+PI42axfsXLbN6xjmGZgxg8ZCxLt66huyKBWyphOYkPJgqmjFGOvacfX8WGtbvZ\n5W9hxRsf54hRr5Rlz9IRJZ1GGoVbmem1N+zgMdx35x/Yp72e5y1VkeGeB+5DqIj+tgNGlW2vo3Er\nsq2TmRMnkyVJRFCWvU257W/Zy3eVbW9vCMo/2gPzVjuPnvGv7I2oHYxrSdY8cR9v9m9g+sfmsn7F\nyzyzdAGnjD7qgLe337ttiX6rza+B+/70EEdMqSST9BlQ8xRP3jGZ8UMWsfiJa3n6vpv47leyPHHf\nKB6//xS++51lhHoERtSQz4xn5aaJ/OwnWzE6TaYORh8iCYM2PLcRoiKeCEhnhvPlr75BlxhKUFGJ\nUzEBJ22YMmk6wsRg/1URvvUPn4SEjK7og6M0QzKVKKmwjUZi4dhpIsslk6jAtySuikMtIgmpgwcx\nYdphvLr4RT7cdxhjKuqpNB4gUFKghMAIQWhrpIZ0AEIZooRFzgSktCb0QtZ2rGNUaxsn9a+nT6EA\nwmVzMsnTWzvoO24atkrjRRaW0QR2iG+Hf/+8G7C0QJi9b//uVXor9EoIiRBxGILTXWJooorZR0xn\n5ROP8cKDdzGkb5rmXB7lWKicYfIhM9mQcIm0QulS3FJlf7G8z6Nce+OHru21d+GX/ly2vSBX6LXX\noQu99u6+8453ZU9oeu1d9+0reu0JE5Ztb/28F3vt6SAs2972Jc/12stGdtn2pHlv9mSke+1luwu9\n9nDE/wl772Klz7/b1AgwRBiadnZwyaf7cc9v++MElXHMtcyDSYPtgMyhfZBOFe35CXzi83eyvXMw\nuaCKjF3ECloZM7yD3143gpSjcImgJEDVQLKNNjGc0+espIQh6ZTwUhN48KllpKz4dF1FEZZtE6l/\nSDMxb72PpOaoww/hvxsO47ZVi/nssOFUSE26oDB2kt1ukjvau5h+8HRQLpUljWUM7UnN315bSNrx\nOHb8ZDK+xCiDACLLQguJ1VN0G1kRyTCO9ColQEYhwtas69zMm28s5qRBQ5gQFEkIQSRT3LpjJ8X+\nAzhm4BEY7WKTwJgQIxWRjJeUWcYA4u8m2//5WKf/7q5l/JW3/o8QAiFEXM/ogQo1FgLjRciEprW5\nhf6JBnwdgnGwvAQLlt7J6aP6MsDXzPrDrdQ19PvADvT7jvEqw17QjhYO0qkiElWcft6Csuz5OsHx\nH22ihMFxOkmnDufBp5aB7iLlVuzbnoLIju1NSzXw1LbNfHbYcJKEVJUoy57ng63i/pm2l6CgVFn2\nRhpNVRQQyRTL/YDFlvOB2rNdCz8KsRAIR0MqorW5hRRpPDd9INnb35U+7zAMoG0UERaCAQ01tLc2\nEDgNGDsikEW0ncA4Pr7fDqoCJV3CsBm7+Bz33DWZe/56Io7sxuiIm2+ew+9vnkqVsXBDAToPIoN2\nfSLh40fVdEcWX7zsDzy/qMi8+QtxnZ7tUArL7mlXJyzCSKMAX8WNq/xQYwwsXrKIdC7AjkKqHZuM\njC+LpJT4Eta3tZLKZihGeQJToiMR0Zk1kBAcMXwkHz5oNCkLfCcicg1FGaJsgxEapUJMpHC0ReQ6\n5BxDpBSIiMbmbTRvXMVHG+oYa8WrdLqEw4JSDm/UOKYedAQlncMkInJujmbTgUoJTLeihgx7r0e0\ngMhE4AiMrdHE2y5kz2WSMWCBQuFHPsLWYCm0CDEyQhHE70UG47oop4iKiuicTXWigQgfIQOka8iF\nOeobBvP87u2E2HR2dOw3lfd9lGvPrX7Lntpctr1IZHvtzZ+ve+2lnIp3ZQ/5lr2GRKbXniMo256y\nw157nUGubHtu5PfaezH0y7YnLHrtCSF67Wmt35W9Yhj12otMrtdeysv+n7D33oLlDBiSCAORn+ee\nh17lmYWzOXGqQyJKEwRtWAmJm0mhcz4OAmQKO90OLTnqrRx1iXYC08DQvoZkqTvOFNQVILrBagdS\nICKioBJhV3LKmbPB8tGmgBAORmXikG0R/x2dfuYZNLU009LSQiaTIQwUrutx442/5fMXXsicIaMo\n4ZMWPSsWiOdjfEuyVRVobM5RaG8FO0EoTAxCa5xAYVBoY0gk0njSJuWlSKUr6de3Pg4a0ILI9RC+\nT8pYdNlFlmxeDm27OaffQAYFXXRHEc12gucLrbzWneeUUUey4uUlqAFw+qkf5eHHn2Lb1h2M6D+E\nw6rHExZ9eHu3UAna0hhjCLVPSZeQtoVtS0pBEW0MlmcjEoISeZRSaDRKKcIwJAxDTH43AKEO8YM8\njhPnNUbCw5g8VmDwQ0UkA7aEEduNROvoQJlGikcZ9oLuIq6wQaZQOiJZpj2N95Y9T6FNDiEc/CiN\n51j7tHfRRRdx82+uYc6QUaQ1vfYcI8u25ySSpKRLykuRTKTpXz+oLHsmU8VDrbt5rTvP9EOPK9ue\nkgYjY3vGxDtM25b4YQll9D7tKaWQBZtQh4Shj2UbDBIlXLQpHPD23kNZUQiWjyKDTYTtJqmsd/na\nFe3UOy188fMTOeHILFW0gMkRGUHkVdKWT/Di0sFcfe1impQmSBxMf+91VNQNmRzaD5HGB5Kg4p4o\nUlWxbmUTShukLAElZFQdH9HsElIkeHPLdk499VRuvOV3dHR18sYbb7DghefZumUbx50wiyt+8VMy\nlsvgks1rTieuMSghySiLQGhyaHa6IWtefZlIaQwhCcvpKTTTGEuiMBg0ASEp3DggVcDrm7byh9vv\n4KGHHqJCVjFmyEEYA+tXrmBSbYbJIwdS7edpkUk2lCIebW7G7j+AjqCJR16bx/rXlqKFQUaCr3zh\nAoylWbdxK1/99LeZMPgQ3JKDknHjLmUUxtJ0dnews2kHzfkWCsUc0hYYKy6SSyRdKqurmTH9KEaM\nGMGwYcMYPGwonueRSCTwpEb11LQK7J65KVAyooRNFhABdLqwaMEyvnPppczsamI0YzkgajvKtOfa\nFoGVpC2foNsfxyc+dU9Z9jzj9dpzRQER1oAF2g0wuPu0l6mv67UnPXrtOdoiEFFZ9kIikjgII4lC\nxfodO8qy98LWbRQGDKYjaGLe+qVsfm1hmfYUnYVOdjbtoM1vpbu7O7YH4LBPe64ETdSzCFdimXh5\nrxaaopAHvL33eJdc4BpA5CiVHLykTd+kxfDRFfzgf5/lqutqaRjkctDILJHw2NaYY8umLVjGI+1G\nXP+5WlQqwf/8MkmHn6F/dwRuHONvKQ9kAewkRmV54NntJDN1eAaMThGFEY5toyOLUBvO+q+PYdkO\nJtJUVVSBhsbtu6ivb6A6neLrn/8Cv7nqZzyzvZnQUyQcF8vWRErgK5fXi+3kiTjh2FlEnqSyIkNF\nOoPnuGQyGWr61IIlqayspCJbhevZeJ7DwPqB2JbL3LlzufIH3+HkmXN4acsqUhJmD2pgGGB1dJGT\n8HwY8Xqui3xFLdU1Y6lsLnLD766I1zYDCLungkIyZGgDO5t2MnzAaDwvhXYKbG/dzObGTTS3N9G/\nf38mTZrEN+d+hfHjx5POJtG6J0Sm5/UJDZS68zQ1NfH8iwvYunUrjbt2sWNnI4VCjq7OTrq78rR3\ndlJTVU1QyGEcB2GgwktSWd+P1j2t5E1EYJwDJpMQyrOnhGRrY4Etm7ZgirupTJVnr2T6kszk8QwI\nsoQ99mxc/Gjf9uqrKukzYCDPbG/m0GEH9doLQkWoy7PnOgkqKjN4nkNdTS3pVGVZ9toyDpU99oRs\nL9uer0qkUikmTZrER484jTlz5pDOJhE9tbH7shcWQzbv2EJXZye+77OnqZWaqmrCUgltiQPe3nvY\nYTpxiIYGrDRYDhGg7QKX/3AGST2UC85/lqY2yY4ljXiqBhl2U18ZcsXVh3PIMAcvv4dCQmFd4/DU\nw8sZc34CVAdCFEHXABrffx28Yby4qJFLvnI9KS+BAJwkRGGIdCxA4Ps+v/rVr/j+97/PZZddxpEf\nnsKhh0wiMIqk7RAany9f9nUuveAShlT1pyaMQwm0BuU67GnPU3KKtDQ38acH7ycIfP58192sWLGC\nm266ic7OTi699FK6uro4YuoUlqx+hUKxSEUoyLd2kqiooFsYTpwxg6YHVnN433qGOgqns4SVyDIv\naOWNloBB4yewcec2KjLVuFhMGDuGCINAxOUnFmihcG2XjJfGtVxaOltYteklxh4xmhcfehoFFAs+\nixYt5ulnn+bW225l7dq1NDc3U11djTGGyGjOPvtsqrMVtLW18ee/3cujjz5KyvH41IWfZtuW7Sx6\n/gVsxyFEM336dFa8tALLlVz5459y//33878//BE/+MEPWLOmDdtNvg/c3q9Rpj0qkaUC9ZUhc84b\nwbkfG1uWvecXbOOC8z9DykugtcZJSqIwxHYdLGvf9oRjeu1V+Dk8J4HUBiklyi7P3pFTp/Li6hUU\nikV0roiTC8uyt3PnajI99pKOW7a9CCj12Nu06U2+8rWvsHbtWoIgQEq5T3vznnqKBT9/gUXPv0Ch\nUCBZmWX69OksWrSIVNI94O29hx1mT49nYWNwEG6ITwnfZLjqinnc9uMG5t0zkcAv4EiHYqGbhOMh\nUx66cxGyVE9RuORkP9K59Zxz1kgwO5E6CTIXzyclMnR29aHkT6Gu/xY+8+nPEKkIx7IxWmO7DgY4\ne+4n+eIXPk9FNsMV3/suxhiem/8sd999N7bjYmxB3341NL65Hae+ms0mR3VgsMP4Bkwp4dCsS/z+\nzj/xv1f+nHHDh6KB8MwzeWPdOoYMGoBqGMCsE08kk8nwpUs+S6QMXTkfXBfXkySkYOb0qXQ89yxf\nHjuByu5O7FKB1ytdHtm2jVGjpzJldH9KuSLGa6E5LFGfznLex8/jwYcfwAGMjCfTVU8J9PD+I3GF\nw9qO1Ty56HECU2D4mNFMmzaNa356DT/9yVU8/cyTSAH5gs83v/lNfnP9teQLPr+69lq+/IUvknIs\nwtDw2OOPM6BPLUEx5J4/3c0Zp88h7bkYwGiDn8/hORIFnH7qqaxcvpyJB4/mkPHjufqnP2XDhg3v\nA7f3a5RpL18g4aaQKQ+Tb0KUOsqy98OfPs6iNbE9YUAIsF0HrTXnfOK8fdvrX0vjxm049dXM2/kG\nR6kEdqhxjHhP9m65/Q9c8sXPlmXPDb1ee7bfjcYpy151dTWPP/w4P/3JVXzq/PO49Xc3ki/4TJky\nhdWvvrJPe2fOPo0//OE20p5LJuFSVBF+PkfKdRAc+Pbe2w5ThPGPMBCERZ55dh5/vecSzpvzWR5a\nMJiTpitcIyAvSMlknIUXZpEmBUWLdjmAs8+Zx/e+eSq1VUvBrwLtgO6HFoKcn8N4M5hz5p9Yvipe\ngW9Zf7/JfuCzYcMGLr74YvL5fG8Jw4wZM5gyZQqusImkQQqFpW0eW/oif3n0PlzbwUYiLIeOyKdo\nSQ6deCjCkphQI12J0Io+1VVIQEoo5rqp71uH0CGOcUkUFUGVRQRc/uUvMrjLZ1b/AchSiSgULBYR\nz7zZyMiRk6mz+xMUoMqqJCpESNtB+4Zd63dAAMKJC9IVGonNd77+QwbUDUDpkB2tW5AenDBjJlde\neQWnnnwq2XQFhVx37/PgujazZp0AxKlFWoV4rkVQChGWBKNQSpNKOpSikGTSIwp8HM/Fs21GjhiO\n0RppSd5Yt45BAwcigI0bNtCvb18ad+06IC6J4lGmPRKEWiLDLCZKIEKnLHuzP/4/SGJ7Wr9VFCik\nfFf2cqUuqr3K2N59f8UtuNhIUFH59oTBMZJEUXHIhyYRWaIse1Yoeu31ydaUbe/m395MTXU1hVw3\nhx46CYjt7e0Pvy97UaB67bkJr9eeIK5HPdDtvYdZVJtQWXFWHZC2Ktj2Wiv9+zzD/Oe+zo13LmTe\nUihYwyh5leScKoJkX5qiBMX0CG57uIVTznqO9txYjjyulaA7C46EbJGC3YzJJtjVchxnnDWPU//r\nStTbN9VApBWRVuSLRcaMGYVlWb1vQgjCMMSyLGwNjiZOaTGGjtYOIj+iGIQIx0JrQ1upiJ3JIIBs\nVRZhC4yByspKHMfpfdiBAwfG63stGxzIy4BnHnyEE8YcjH55Daf2G0Gl1lheis3VNTzbXmL0qKMY\nnhlO2k1iK0HC2NRkKnBtF0u6fOjgwznm0Bn87vq7eH7+Mm64/haOOuxYFs5bDFqR83NU96vk0xd/\nmr/c+xc826GqogLL2pvcA0obHNvikEMOAcB1bDp6SjFc18GxLRzHwbYkSsWXgpZl4XoeQghy+RzD\nhw/vWakCK156mQkHj0MY2LOrkaTrEZb8/afyvo/y7KlsXa+9PXJo2fa+8d0f9T6yFLLXXq5YeFf2\nKhOpXnt+0X+bPcq2F6B77d160w1l2/O06LV38MiJZdsbMWJEr71Bgwb12ksk4tvp5dhDm157lmX9\nn7D3ns4wbUuhdQllDIGK2LJzNXZ4KK63mbv+eBZLljZw4ty/0RUkyBchk8piuUkqBw0kLE5gt/cs\nVcLlki9t5MJPTyHbp8Da5ZK771/K7pbNfOq8j7LolS1EcUFST+BC/OiO46AxHHX0NG76zY2owMey\nLEzPH/3eoYSFNBBIAEHHzmaqrCRtbkA7ijQWu7s7+cRF55MEKvr0wcj4JzQMHkRrRzt706UOnjCe\n7du3EyHp8rs5d+4ZHEmWL9SNpNqx6ers5M2+1dyxfgVhRQ2eyFCVqsJxHPJRgOdIuqM8fqGbhBE0\n5UtMzo7gqNH92fTyNl5dsgbH9jhm1IkQAo5i6YqFXHndFVz+ra8ztGEIy6LFoAxSCiwrjimyEASl\ngKGDBqKUQYh4Xu3tNcZ7py+kEETa0NbW0VsOs3rNWj489cj4DMrAo088yr333ktkDLubdyNtqKqt\n2n8q7/soz17JFyQTGSw3idWnGo/zy7LXm1/7D/ZWrFjBxRdetE97GohEbK8mdGhzoR1FlS3Z3d1e\nlr1cKQRR5Ny5Z5DZ1Vm2PWVr7B57eZHiqNEzyrJ3ygmz4tVmlqC6IovWEJQCRg4fES/m2Ic9Iem1\nhxC99kzPmvQD3d7+7zCNxERJLKeIwWH+Cy/x6LyF1FTX8u3veaQLJT50aJKGPhZtGysopVMcf9bn\nKQQN2JkEHa2dDD1sFC8++EdWrE/xxW+vBimxExGzTvsct1z6DfpVxr2oLd8gXP5pPalAUFNTgxAC\nz/NQShFFEZb11oLIyDJYRhNagIG66hrcrRaNxS4Cpy9eBN35IkcffQy2gdffWIvq+RORErZt2xLf\n/TOampoqtmzZRKGtgzlHHsXRDcM42E6iVZFthQ7oW8H9O3ey6KVV3PvEQ/zg579gR24b2T5psqTx\npU9O+tiuhcKQ6teHUHo4xRIJz0UUHVLpLK5JUgyLdIetCM9w4syZ3DrsICwgnUj3XPpBZDR7I0r3\nNDUyZPAQLEugtKKrqwMTxyLE/woTfy7jdcGtbR09tYyw5rXXqa+vjzMmAcux6T+gHikFSEFkDAMH\nD+r5aQfAKNOerKxkypyLKAQNWBlDZ2tQlj3bjuAfpoIEgosvvpibbrhp3/Z6wnbqqmvICIfGYieB\n0xdCu2x7KdvlxPGHc3TDMAb1y5JClWWPpOy1t62tjeHFZFn2MplMrz1tNFJK9jQ1ksmm3pU9eJs9\n8Q/2zIFvb587TAVY7J23MShhYXq+URqNUi7Hzz4LuaGFP37r+1z6i4u46ILLqEk+TV1VJ0edNI5V\nN2zElooOpwIZ9KOU68CpTVLcGVDXt56XnnkYsg4GC4XCxopr0Ey8AcICTD6eZxFO3JcF2L51CylL\n4Mn4stJNeDiuINIasJHaQqIwIup5r9nZupPHH3qYM2afAkLiuAkwRQYMSuMLeHX9egQ5TMmhG0GX\nCln/+hpGjh1DY77A5T//NQ997385c+RAqro7SIQJ2r2ArTLgmQ2beG7Nq2gV0a9vH4TSNLbtxi+W\nyLd00u14tAgb1+qidePLDKyfxn1LlzAgWaKhlCSZSSDzjbS37ESFDm5RklcRP7nuao45ajxSFKmu\nqsAyIRiLol/A1xpbSrbtamTg4CEAGGlRLPrIkgI3XuucMg5OTzpCUgJhAAaE0bTu2s2Qur4QFnFc\nh4QtcMmRLzqIZIZ7HnmQT5w2533Ht6/Ra08DIrZXDAIyjluWPREWeu0FQRGnNleePSIMRZRwCAzY\n2GzfugVbqLLtUemRsfuAkPFqnDLt3Xbl7zhzeGyvVtbR4eXLsmd7Jfwee69s28rm0utl2bOjAGE0\nRb/QM+8J23Y10tbVjXoX9uI7WrE9o8Nee0JHOJIDxt47jX3uMC2IAQkNxuKEqdM57pCptLa28tzG\nV0jKBE9+4zrs9gJGGB7/+b38/ke3MG/DAs77zMe44dqnUMmDiYo+XiECpxnd8jprn3qBqNSKCdqJ\npAtY5CKfSjtB6Ac4nhvHePVsoRulESHYMt6otlyeCz73JXaUoFPbYHuE2KSSSaJ8N9JohNAIbWGE\ni0OEEhJbWNRWV/CrX17HpXPPZu7EidipBCfN+AhJ2chwkeDEE2bT3J4jka7h7Nmf5Kqf/ZaNO9fg\n7Gjia/Wjqcu24yqDyvTh+cDm6Z2d/PW5x/ifVJZKNFgOy5auIzvqeArJ/myy0kRDoMq2UY2vULP9\nz9hyDbvfXEnYbzgtdYeRd/uhlAJjkTjoUEq+QHo5rL4eT77UxelHDaGDJPXjphJZDh2lAr7jkZBx\nqMHala9Sm80ybtw4AFpbWykkbMIoImHbmKoUeRkf6bdvaaHTlzTm95DPG55duoY/PfE3ZPUNPPXc\nYvJ0ctLJs2jc1YWsLPK9b36Hc2bNRjjyAz3M99qTb9mrlCmGDhhYlr3Az/XakzSz/G/3l2XPwsby\nbWwJtoC2Qmxv2py578qeRdyozxYWkw6fzAXnzuXSuWdz2shR2F3l2etrfBwVojJ92ESaP2zbVZa9\nbOsa+hc3sPvNlfipvkQNx5Rl757bb2b0UUfhO14cXddjb8v6jb07k39nz5Gy115VtrrXXjEZsXDJ\n1gPG3juNfYdvKBPPdQkodBe46ce/5BMfmokVGB5c9Tx/fOIBHv/6NTiFEDvt0ZHL0V3hcOPyedz7\n0N1kRD86nBQkFEdMO4VdLS00rl7EaCdLVV0le9qaWNfeyKmnnMbMWSfSt6qCgyeMp7Iy83fbYgel\n+LLISB578mm+9LWvcOKskzj11FO5+Iuf5yc/+Ql1tX2wjYUl9padBAgd13ApqQDJddf+hrvuuoN0\n0uZvj9/PHd/9PTIpcGpf5obra8jrIzjvokf56Jxvcv7nvsotv7uLZUteYsfGVUweQQAAIABJREFU\nVQzu6mR2zUBC7RPpFOujDv7auZhEdQZZTCLDNFX9hjFyxBCWr1xOi6/QtgvSoHUXTsJHFtp48ofT\nGDjUZeUO+Pq1T7O5eRBV6SJhkCMqpFDGwXP7UFAlhD2Ako6o9pdQXdsPIZL0zaQZOXYMTy9cRGUi\nbsDV0tKC1pr+/fvjOA7btm0jmUwTBSG2LUGY+G5rvkDCSuDagoiA7oJCimpq+w5EuW9w1CHDOPao\nagZUuLgZB5UczOXfeo1HHn0IcPighhCCf2Vv7vSP4LQWy7Kn7RJTZpzOrpYWNqx+kcOcyvLsoYkb\n20u279zFsbNmceKskzj99NO58JKL92nPCIUWsb1+/fpx02+v5W+P389Vn/8hgxsGlmUP41NUsb3n\nutbQVaXLsvfV0/rz6Y8dzModcNuDi3h0WW1Z9nItrcw6+cR/sqeUor6+fp/20JqKZJqIAC+Roa1d\nUtt3IPlwKzOPrD9w7L1D+Ma+5zAN8RpSQEobv7uA3V6gRqaZPWoKC5cuoympyGpD0hb4VZX89bGH\neXz1Mj414zw+cfTx4MGZP/oKK1c8TL6zkz989YeMt6sohQFWNsWJP/sGS59awKonF9IRdlM/fBCW\nI3jy8cd6lw6U3AQ/+uW13Pr72/G8JNJLsXjZUs4641TuuO133HDDjexpbOKKy7+LkKInr0/uzdOP\nj04GCqUi8xfM5+STZjL75I/Q2SS49tc/I9PRgWWO5aNz72Heg1vYtWMnM0aP5rBRE9i+fgP9Dh9P\n4+vtbBaaZDrL0l1PMOa4Wp6/5BxsT7N7R44d6/Os3L6H/rUlzpkzltfWraM710WfPhVMHjeRYf0i\nitZq+gbNIA1TxrXwyPUzOeXUxfz5rk8RmR1IJcl1hezYVWRzYztPzVtLaFVz+blTSGWqKEUaTzl0\nde/gY8cfTiDjO4iOMx7btomiKF6GZk8kIQPS6SSWJdCRT6QCbFviSj+uNxRpAl0Cp4ZvX/Yoc84d\nx6xDbezSOog6MIkqdvo+M6cdhupJevxAD/L/wp5py1FbdMqy98CqF7nhhdjeBR86lktPOLMse1iS\n71z3a279/e1kMhXoHntjx4ws294z859GoZl98kc4ftUcjp5xZFn23CjJy93zGHNcLX/81GlUVJdp\nzzFQ3MGUcS1MHJ3ktZNay7InA0GxENsrmkLcY8gZTxAEuK67T3vSaGynHUQaPwwQiSq+fdmj7G5t\n46dfGXrg2HuHse8zzChOwAkAfM0pk47kL1+9iowv6DKKoNrjGzdcxQ8uvQzjelxx7bU0b9zK5y44\nj0OHjqefC9rPcfp1VzHk4GF8+cxz6RumqC0ZVNHH7VfFpO98mluvvJqBIkNzVGC36uJ7v/wxC5ct\nQjgOCBh/zKk0ditqh48jL7IoP4fI7aKvaefzF36SMSNHEuYKXPGd7yIti8OmHMHUY6ZTUZGlpaWJ\n+fPns+LlVxg8aASvr3uVFa8sISNdjCjyyqZNzJ39CfrVbeex+W1cd+X3ePKue/josJEMUIImYfht\n506UdOjfoXDdddx4+7EMHbwdOkKQIZEVonDwtN/TK90AHrrnTinGB6FRtsIKkoSWQMsSJQ5l9mmL\nefJPp+EkVmHZzRBFGNL4diW33r6BHV39+MklJp5styJsrUEW0CaF1O7bXjD91sdGxknygDQGxN42\ntRpMEuxm0CmU6k/gbMdyBvKRGSv41S9nMH78RtA2xUgw/6VaRoy9iWETDsWxPzi0Qgj22osA3WPv\nrz+6nnRjvix7WyuS/OK+2/jymecyMMyQLamy7F3/uz/y/d/+idrh45DpvnS0NyNyuxAdO/j+ZRfv\n096Ondv4y933xvZeX8OKlQvJSBd0iRVb3yzLXjblc90tQ2N7uRJoXZ49BSEptCyhpOTkjxTLsieM\nxBJdsT0TX/H9k79/Zw8brA7QKXTYgO9twXIG8uurt3DSzIkHjr13OMN813mYCo0fhKRsjyvP/RKf\nmf1xKlpLZDNZPnnXL3l58xuMrunHbZf/BLWni2pc2m1DVmn8MODUH1/ObT/6MSNEPWGpk0goQgmt\nbkiuVKQhlaUyEOxRPgv2vMEPb7mWlW++QSFSHHrU0WRHHU1TUxcyKEJJoWSCbN+R6Mwg0tYe8s2b\n6GzcwKWfOI2DDxpKv7o++JHAsgWhX0Iqi9t/fyevrnqdZNqju9DKq6tfwoo60a7DVb+5g02bXmXr\n2k30bY6Yla4gQxcSRadM8rudu/j2b3/Ja6++xIWnLaXK3oSVbwNZS5TKE1o+ycAD4YPZCySJFnYP\n2p6GBUKDyYMlQdm0W8M5/ozlPHvfybjuEpKqGOc4GpeccVi8vJrvXLOApX8dAcomsCPssAJJEfDQ\ndss7vHoSjBd/9A+vscIDk8SiCCIgVILI6UAxiCWvDub6XzzAX+87jc6og1NmvszLa5owOvOBdgl4\nex6mQVPssXfksIncc/WNZdm77vmnmTtrJiNEPX6pDS0oy17l4IPY3ZVGBkXCfBHpVJDtOxK7sh6H\n1n3ac6TDrTf9kVdXvc7gwYPZtH1tbM9otFUqy9721d/i1987JLYXVRBVBeXZ034cnqlsIqfAh0/3\ny7InVQW23n97IFCmsseeT6hkbE+6LFk5+UCyt3+X5PHt/DgO1HMdSpFC9a/gkZUvMmf4oRTznXxi\nxql4keQXF3yByvYCTUlBWJLkZYFsYEHaYczE4XhhN906TcL4FC1NvirJ16/9GTee91WqrQS+E/LX\nhc/y52XzeGL5Ikoq5ITpJ5DQFlvX76HmoEMh24c2PyJh+3S2bSbauIDgoFOgzwRqMjXcfOdfSek8\nLhoTWSTcJKHv44kkA+uHM2XcNLy0y4pXl3D0iSfw7OPzSGjIb9xC1mRo3PEmJw4Yhp3rpNsO0akU\nu/DIVaeZcvRhXPOtC/nWx6oIwmasfhAVOpDKI6ltEHmUSGIhgQgtDEaEcfkFARoXIwOEsQlNCs8Y\nEqKAQwhSYYwClYYoBa4mlejEkoKEVwdBCJ6FFHnihb9dYLLE3TT/1dBIUez5uEdbz9mAZXWDqorv\nalhd6AIk6waBiJg0aSW/+PEJnDfrYb541QmMnziN0GQQMo7CE+9lrUOZY689wVv2Xly/it9deXVZ\n9ha+uoTzjzuCbp0mskOMMWXZ272xkeTBp0G2DwoLVBedbZvpev0F6kadtE97lrIYOmgMU8ZNo6ZP\nNe1NLRx94gk8//Q8bJ0qy97ffv8RFK9g9QN0AZl3y7JnaYlPBs8YbNFevj1pgejYb3uIKN5GZYMs\nogsRybpB+PmOA8reO4197jB7TqwR9Pzq2ucH1/yISy/4HIO9Sg5tGMkhQ4ZzVeNWuks+WWxSSQ9T\nCKkKJdoS5BI2n/voXGqsCiytKOZ9hJ3AtBc5uu4gEtLGDyJ2hwVuW/Ygzy5+mky6D5d84St0F9op\nVB5EZtQUCiKJVi62VYUyIW51ChJpmt9cQ22lgxkwGjFiGn1zjRzRMJxsUVJAIImILAXaw/MT+AXF\nYYMOY8HmeYQO/PGXNzL/6adoVj6D6wcyb08zZ/TvT954LNvdyhbRyOJXVnLu7Olc+Y3BEGzDljaq\nECGMRhKy93JDYHqeNBuJRpu4pUJcABmASSA1OE4AgNZJpJ0n9AMqXA0qQcl0x0jtiD3NbfSvtfHt\nHG4B7IRHJAwSCTpCvtNLKABj//PXALTXE5GmQHh4WQnFLhCGPpGgpmEX008bwJe/uZInFixCmxIi\ncLG9DxbsXnu9/2ofHIe1uzeXZS8RBNQ4NVha4RpJAcqyVzF+Fp2hh1Yu2iQRJHCrU9RV1dP8+r7t\nKakwJrZn2mSvvb88NY/8a2+WZa8yvRMhYnsQJ5eXYw+tcdzYHqoSaW8t015PQ7L9tYf9NnsWXtaB\nYheeJfFK5oCx906j7BYVWsfFqr5RaCwuPOIkrrnom9z1ygLq8Dh76nHkC90kUxkCrYiE4ep7bufz\nn/oM1d0KYUm6wgJZmcAKDMqWNFYavvCrK2nRRZYteoFCBHYYMWXyiezsPwpn2JEEUR2RjM844nXE\noI3BSItU2EKGgE3rnmPowTPwjCRa9RxnjJ+IW5SUbBAoLOVgjIUjCrwR7WD1hheYnq5hUraOviXJ\nGpGjddpYzjnho3zvos9QSNbwyNL5rF23gl9980xuvGEKjlhKRnr78VRrtIgwJo2lQ5QdYWmHgh7K\nSXOf5aE7ziTtLkOgsUUaCiFBajCfvOR5LvvqOUwetQCKHjgBkXCxjY5DIuT7DCm0CDKS9XsOpjN/\nJR+aPJGkB4KQuNDng4H7r1pU7K+9WbNmMTkzAGFJCo4iWRJl2ZNBLTlbxvZQIDTaxE2/0lH7Pu0Z\noXCi2F5Ch6w1m1m94QUGRYYzBo4py17KsuK5w7LG2+35KFtjaQeQTP/4xvLsSRtb859g7/1pUSGl\nfCtBWcCdi5/g3sXPMnXWcdz63CM0Wj6R0QgV9/koRAGrlr5M1F2AIML2FRWWF6e1WDZ5FfClH3yb\nTksx7/l5YGDtG1uZMnUSbZUe4qAP0x5UIbSHMDZGGIz0MZSwpMFRksCtoEnUMGzsEeze/DrNJokZ\nPYVNxT2UHIWr6OmGB56jWblnFXtWL+XUdC3HZKuoKHaQD1sZIWy2L3wFk07y6LplPLJkIf/9iTP4\nztencufvBlDtrSUtK/f7hZA9vZwBDPHyD6UDVAQWLsYK4iNz1Ameg288du6Eg4Z0Q+TGVdQi7Fmm\n5/D/YmLHT/oU9TA+ed4DHDF1IrYFUaRBhfv+5v/HQ0oZt40t096QvvW99hKRKNueo9232Qt77blG\nvCt7trZ67e00u3vtnTN4VNn2/u4mXznP3b+wZ0xUvj2j/yPt7R1lHaoKhQKpVAqAtOUiNIQ2vOLv\n4fff+xbahStv/jUfnzITN5uiJA0qYeNXJylVenQFAlkI8IQkSEpyVsQdTz2Crs2w8OnHEBKeW7KM\nr37yQsbWJHnCbyVluqhwM2gVImWczGyI108T+dgmQkcWecuhW46gLrObIOyiM9nAS6ufpX5MXywN\nTgQSRVOxCV1s5KyhwxhYDJBBSGhJuj1BMQrpamrnnIs/S8OgKrq2vsKV35rMcdMm4pg2CEsIlXkP\nC0r3zuPEB2gUWJbCsgBL4fo1IHKQgMDP8/KrLdTWZHDk+reqqE3cK0Zj90wFvL9DJaq58TebGD3i\nFCJCHFsitQBS7/tjlTP22pNSlm2vxfgkKpPIQoBVUhSSXln2cn4OKb1/Yc9Cm33bs5XEMrG9pa/O\n58LhwxlYDLBLIX659qx9PlXvMPba02gd12oJ25RtT4gITfo/yt7bx/53jTSAUhRsi+kTJvPQ5b9C\nKIFjCVS+BJkEuaBEUWqsUNPd0Umhq5tSrsC6tl1s2PQmr+/aSi4FL76yBBdAw6cOOZyT6/shIthk\nbJa2dbA6UHQMmkDN0HF0BR4mNYiCH3+DI0OkNjgKfMvG00VKWxZTN2gQoZF4ryzgrMlHoqKAVza8\nTGXYzn+lshjtE8k4QcVJJlld6uKxUhMvPr+cZMpl1LhRLH4gQx+vBK0BUZ8SGBc7dMDaTywGtIhr\n0ULbxvEhkhWceP5y/nTHf9NPvQbapcXbjeIwLjn7SW69+yiqzFpQWTAWyJ7JdJ1Fy+L7fpFy91MN\nbN51OJd//1coEWLhIIjempP6gGo7/m3XyDLtBcUS7c0tlHIFthZbeXXN2rLslWoGkho3ja7AI5BV\nhCILaGwRYRm9b3tFn1e2LKcybOeU2r6k8h1EUiJtC6RTnj2p/r587N2OXnslQjuF4wMiz3EX7CrP\nnghB1fwn2NvPwvV3/KmAbbCMwhhDGhvth/ECfAXGV1Rqi4QWZJVDWFFHVNsPSxkm2RNJzkrQpQNe\nad6MDAxIzU3XXMeMhuG4XU34nsMQJamvqeDDwnDvm8vJ79lCwqshMXoKqUQtee2gdXzIlYAl8hSs\nDH2HjKJ1yyqcYUejsyn2dDexp2k7pbatfGRQA7KYJ7QtbKXR6QxvhD735nZSSnikXBcE3HzzzUhx\nF5gFkCzEE+ZGEq842N+j61vEjDEgbKQVkfBgV6dHMumR4HAeuXclD9z/CH/507F0d66FtIeWpfiG\nkUnGZwIi6ilRen/ZLl/RwS9u+jmKEEFP72nx1pnxATHKtKdth/7DqrCU4UMpi49PP7kse2s7mnlp\n6aMkvBqyDaOJ+hxEXjtESoCU+7SXSSV67WVzbYS2wFaaYghbbMqz13OFUf546zXcaw+hyreH+o+2\n9x5+4/goZytFLm3x8wfvZIvr0xIWSFdWYEWahBIkI0HKNyS0wBYSD0mtdrByPjaC2++8g4Kt8G2L\n2/70RzplRN4SWMrgIqgrwtCSzwXD6zi3TnJ44Q3Emr9Rev0REu1rSZU6SCifgmMIhIcjOgm9LN0q\ng5AJEukUK7q2snvzeuYMOogqE9LhBPGcTMKhK/J5fucmalN9GOSnQCgCfKZOm8Fp59xCl5hAlHWR\nyolr2qyu/Xu6DL3xYL3YTByuakm46Pz5nHnuCi66/GaGjI344y0z8cIO+lQnQCXRlo+WGm28njMM\n9W8ebP+HEt1AQL6gUabnj6On2duBM8qzl47espfoCsq2d2R/r9deZv3DvfYyfsu7svfKljW99joT\npV57lmOXb0/ux8H67fYwb9nTpnx7wH+yvXeVViTpWTzwtmGEpKQMSV9il0Kmzzial7e8zo33/ZnR\n1fU07tlFwdJ4EYQln0QyXlfbHhRIpbPURIL2tKEpzOFJG8ISeTTPbXmTwwfWUBdVUKHzWAmHRC5J\nKtmBK2o4NF3PERUpjFdkR+uzrNjdTZddie2m8Cv7UDV4HEI7NNRWkzbbUBWa4sbtjB7gUG0H3LR+\nOX9e8jIXTv8YZw+cwJ8bn2HawMEMFjXc17UFY1u4WoPweWZZyJTDRjH3BJevf74GYe8m6Mrhuv8m\nn89NkS+UsGV/vn7ZQo48eiBHnzCJdGWOpClhWwX8go90NGGySL5wEE70Gp++cADnT3PwkqDoRrIL\nY1VADvA0xs9i/X/M3XeYXVXZ8OHfWmuX0+ZMZiZlElKAQEICgWBAShCkfYpBwQaoYEMRREBEwIpi\nAUEEC68dpVheRZEi0kIIRWog9EgaIYUkUzLttL33Kt8f+8xJUELmgK9mXddcJGTKPmffs1d7nmd5\nGYxyGLEDRgqimiVQnempj6qC8l8GauA8nFYoqV/9Gl0ahmLxQSQ4Wa0HNYfstHM7aEsxE6KFTu+/\nSBA2zXr5T/b0DXuwxS988/akUgRBkNrLFWg3sil7WduFRydvyo9n31wO8qm9FwcjXoqz27QX237a\ndpjOz5Y+zrV33cnp807lAxNnsaDyD/abOLY5e35x6/dgJPZqHlKl9ozbCV93NWVPMxYrvLq9sUgn\nkapCtbqGQjHZtj1IM4HwAYtTJYYL++y089jtxt7W2jYfmI0h6BYXO1ybTjh4zykf5uIPn8G0jvFc\n9JMf8b9fuZRc1dJfgC9855v8/Myv4nIBHzz3M3zrgq8zPtfKXxbeyc33383vv/EDvnT5xfzpz3/h\ng+99NwNVxfMt7SzrG2CSLXNUawvjbRbhOfxcnltf/AeLgxzZdY6jW0azX9jCjMktVDJZlvZ0s6yn\ni+7eVdS0JZMJ0T2KUiWiM/boHNVGrRxgXQsTOyZTGqrxgHqZXceMZqY3iqq2lHQV4dISVcJKqqaG\ndEUeXPAM4tOTwUmCfOtrz8iHXiIfFCnFL/CtK47hql+v5YSPzUeFNUZZmLk77L/fTCZMHEVxXIDv\nT2GwBkuek3TtvyNJ4vBdmfZwEsa24oQlrhlWrFjPS6s2oJOQ1WvWs3J5Lys3QJeBoldg2iS49Fu7\nUPQ3EXo5MGLr8wcBoOvFbQXC5gCHdLDTlAngGTBpho3Ao5FU/R8G+4rLF6/8YzP2rrv9JubOncv4\nXCtdm/o4/3++05Q94zLcsSG150ohx1UK7Be2MKe9SE8us017BTWqYW/nSXs07K3oXcWRxTnN2Ytf\n4yaMwN5uu01m5u7jKY4LsK6taXv9fRFPPrkutaegaFN7Z50+kxm5ldu2ByDq9sT2a29rbYSB66/o\n4Bs1CW7+222sevIfHHD4J1hZLaP7SozrM2Q8n78umM8pxx7P+JJgoFrlnYf/P0rdm5gwpo2PHPFO\n/nzfXQyueJmLP342b/vKGYzr3AHXNo5NQScttQ5W+WV+2rWSPYIxzG3roFDLEVU9Tj3zNK77nysR\nMiaw0GEE48sJEwLFnLEdxLkC5VpC7DRDcZnBtpCgRYKo0Ko9Tp9zMMcfehD7HTidRYsf4AO7zKZl\nMGaoo8CA0lA1JJ4jUB45L4+T6/nzbZ+l3HM9vgoIZA4aWQyv9o7uBGIjoYrw1RJO/UjCaR+ZSbky\nk2d7srzw3Aru+vvL9G5aTS2psXrdIqScwm13PM0jD5UpefvRyvNMGxtSsb3IIIsvxyCVIZNVFEcp\ndtxpBu86aByTJ7UzaewGpOwi70fIOIG4A6IaBHqra0wWiUSDrKUHf9n6VEuWGDeuFZIhkKNQDsTw\nGpKsB0D/B9u/y967DjmCl9avY8KYNrImIHG2KXt510ZU7eHUM09j8i478+SXv0FgIW8EreV4m/b+\nsfElWu14Tp9zMCe86U3sd+AMFi1+gMN2nkZLqUl7RFu8C//URmDvH8t7uf2+1F5iAgbLzdkbPaaT\nd310fyZPamdcazeZ7HryfoQyVVx12/Yad1HWkC4AU98Bl7Xtyt7W2gh2ydP1CoMkNgmBSo83XfTU\nYk75yCe5/9wr0Bbe/sMv8uuTz2dGdjQbRMIHLj6XW77+A7zeMiL0ebngOP1bX+Evn/8OVlo2+pZP\nfP5s/vSdK7n0juv547JFZLJjWFMZTduuB1IqSFpr3WTXvoDqexQRSya1dzI1n2d6XKbDJSigik8I\nYCzWpLF6sh5Qq1xak7AvgGs2LuHEnQ8gGIxY2LWcdabMhybvhvB8VsRl7np5GdfNv52pY3aBAKxx\nxJ7lzbMmcs8fj6EtczdOGNRwXu5WmpbDcWpJGuhsWhAiBm8DmA5w9YeVMFgBzoWARCIoJ6M56Ljn\nue+Pb6fIC6A2EaksQkRIl46qBLZRBIfh4rqufgypqoDUaYFl59dj7/61pYlmBilisBIbC2QuBK/E\nA88fwvQZ5zFm/F7pjqyrl9USr/26/90t3alM7TmgZgyB8pHAo4ubsxflPE646Hz+8vnv4DvL6kxz\n9rwEJrRNYGo+z/iowk7EKCB2Ak9427R3U2k1R4/bk2AwYr2rsmDDUj40eTdCK1hC1Jw9J7caAzky\ne4CI6vZ80qyg12nPGbD1UngqAhlt015amMOm9hzYSKX2bJkHlh+8Hdl73bvkm5/uwkESJQTK46yP\nfIpvn3w2Koa7Vz/LuMRjh3HjqcSG9ZUhEmswgxVcew4VG0JtGIqq9HmGfDVhnA054IiDWb5+DZ88\n9nhuuvhRrK6SnTgOm28HclTCPFFuLW29sJsv6d20iid6ocvPs1f7OMYrH09XUULhowCLMRFCeZj6\nyw1izWgC3lQcy9+WPkYt8Ng5CZg3ZQ+GnOC+vo0siytsQtGWbQUPagICIXBYfD8hzPUgXQnrCjSK\nKW+lebpaXyMMMQqMquJQYKYQ0psCq2/cSOeBKoMogwvJhCVkOIjwNmIpIZ1BiRLCqTRgGJC4+poP\ngI8WoxAyAhEhBOCySBum1ylf6/AoBS4AYoRv0mu2RZa/2M+b9u8kHd9pNtch/G/08P9qLxP4Tdvz\nos322p1iXCSasrd/6xiW1O21ehnomMB45ZPBoIzZpr2DWjob9oKhmHlTZzHkBCtyilvWrWnO3tZG\nl4zUXgDCT+3JGORgc/Ya98VHMxqh0iIaol4Fa1v20sLrdXtOI/wYnMWKzHZm79XbCK8kfcNCzycT\n+Dz18OPskB3FQWN2wWRDfv7nP3Dxpz6HHixTsQnX/PH3fOgdx+KHAZHROGMJDHTkWxiQmly+BWcs\nJx51DL+8/jdkkoTpKo+OS2RHjSWxGuM5VJKgutYwVfocVejgw5OncczU3eiPY25atYI/bFjFE55l\nY+gzqBSxUGgpiYCqhJrzGBIxJikxu6WNE8ZP4yNjZ7DjpMms0RX+tGYFT3eVmDR1bwK/jVpsQdVx\nqCoKH18qYr2mvmMXgBx47bdKjybNl62ijCFIIIwdoY7SkaCQ4PWDKtVdtIMZhdYgbQIRSJMnESFY\nH+k0KmlH6nakbgVdBJtPq8rYAM8NolwZZS1SF5DWB1kGb9PWr1FEpN17upguAkuUONZvyHPDzYvI\nFsZjhnOUG/3sfwutxbLZHhFN21NCNuxFiW7a3j6ZXMNeW5hp2Luz0jsie2OMadg7ZOcZDXt/feHF\n5u2JeOtv1UjsqeoW9lpfh73cZnu2tNmeyY7QnqZhD69hr2Y6tkN7/9pGNM4d7leMNbia4bRPnMLV\nl/yQYG2VvlaPKIlpz4+iXSt6cCxfsYJzP/opTC2NkRMmRgjH3Flv4vmVyxg/bhqikGGHRLGm+2VC\nB18+/mN89LorsaJA7CqY2JCp9SAr65g6rkihIskOadqlxu/s5EXf55ENXdzZVSIbb2RKIcfUYgdj\nwpZ6iqskm/j05AIyFjbFVfql5tmu1eAKlGoxY6bsyrtbdyPM5Fga/YOa7+GwZLQAmQUJGW8syowH\n0Z1OEWz+NRegTWaoviaYTmcaNQAbU5ThUvs6XfxWEVYNISjiEp+sSkefsV8mTPLgNHg99a/f/D1s\n/fs44W0xVUrSz9NZEJn62s+rNJHuZqbxfR5aRwTZdnpXdLCxazWJTavPuTrd/2b7Z3vLnvkH3/7S\nBU3Zs9iGvYkTZmByflP22rVGRoJ2qRlTaKWjrZ1HNnSxrup4ZtOL27QXGc06E/Fs12qiTJ6kL2HM\nlF05dMyutHgtzdmDrfobiT0nQIhhe1Ws1//67SEQQqb2RALW27Y96hXtXl7QAAAgAElEQVTp65WO\ntLYE2XYq5fFs7Hpxu7L3am2bD0wNeFamGVlWoXOKU487iWmbFNWiYmPcxxWnn0vWOErSsKGnl5bJ\nnRQrFisFIkog8PCt4fC99+O6h+7i0GN2R1VjPOVx1OFvoxYn7DxuEsWqJZYDWKYT4qiKVewaOWbr\nPDlRZlAViFTIRL2JQWdYL8dSnnMiLS6mqvt4qtRF9/rlFOwQXs9K4uJujMqVycaGXQrTmNK5E/uP\nNfU1GUloPXQo6BMVMr6iI5vH4RAqrZotNNx690LecsAOXPn9o9h1So1AhIRSkwkEcf9GPOUjPT89\nbMgkCBvinEMpiU3St1cKQXqIlwFRQbk0H9i6alouqyRRrT4lYfB1K4OiwGgxhlhvIghGE8c1glwA\ncRXndHpejHMIFNo6ED7aOZQSOGfr2BRSeOn3NxpjS6hcDl2zyOpYBIpIOmr+LB5+sszlVz7Mhz/y\nZebPP5pguCKXa/mvhnNstpfmPuuc4kMf/jCPf+EnTdmzgoa9d3TOIG7SXiSG0KpIpEJakwE6XMJ6\nORYz5z341tumvdFqHHvtNJv9x5r0aOREEFqPWi2hryVpyh66RmvBJ+7fSOAHIL2m7Akc0mVSe4g3\nZs+ZLewpnDTbtIfOo3SWSDpkvpMFi3bg8isfxgtHMX/+qu3G3tbaCHbJZdq5WEDATTfcwlv2nEPU\nVcPkfP5wy4188cRTcP1lXGK4+d75fPzdx+N5HrE1SCnR1iKEoK2tjeUvrgTrCJBY55ix1yxMoMA4\npo6fwAadoEKBNJrqxvUUfYVyFiPThfTQWBKpWNo7gG4dhxIevV4bPaKIP2osxXF7oaJ+SkvupXX6\nAVSevpl9pu/OGDcWp+sBtzLdgbOAthZXDzLNZjP1ijQgDFg9RD4fsmjxAPMOPYruridpLfZx5CFF\nDn7zdKbtMpMgU8X3FRiLcgb0AMqrZ5w4na7PC1kfWFqcc2jrMMbgeyGVWkKYbaFmMwyJ6ZTlIj70\n0T+x7x55Dj5kHLvPHE9WVslYgbOaIAhQIkQb8JRD2gHs8OaIFQjpkFJSizUyaMVGMgUsJZUBEF6e\nx1csYfmqLhbO38Dal9bytnkf5+YbbiVoyWLrhVV830eI/67Whr16HNtNN9zC8f/vaKJqc/ac3GzP\nKEHgRFP2rAUlUntAw15iYdAft017ndkJuKH0Hmln8UX9rHMlG+mfI7U3YSyc9pF9mbbLTFo8sCJu\nyp61jqRurxppgmxrU/Y8FZDEAk85hOlneLnOmvT5uC17a9Z38eDTL7Bw/gZWr1IcdfQ5qb1CFmu3\nH3tbayM6NTIGAsAo+NYFX2fBV/6HwNdEOO55/GHOmnc8eRWQDwPue+ZxPvz+E9AVjfQUTru0lqaS\nKBSlchlPSAIHQyZhwuRJuAQyeOw3bQ/uq8YQOqRL8AZ6mVIsoCxoCdIZPAuDmYA1VqI6p2ASgdYl\nhO/hyyyRdng2RKiAwIOkFlOQeVTioYSP8NKHpHAK5yzWmXSVLC1NnZbysyCMxeoMUc1H4/jrfQuI\nazFSOKbuNZf/XSCReg2J6UUEFcJMlVzOMCkD4zozjB7TwtixBfItkvaOFsZ2FGjL+uRyOVTgUxqq\n0NXdR09vPy+uXs/9j1V4YfVS9n/rp3n7oYfzix/+jIUPr2Yw7kLkh8gFMc4M4IkqxkVYl/5itYfg\n+2mlrUwWjEn/3tsPAzE4k8EmAbgWEp0hmxlLTz8899x6Pn56+lqltGhXw1JGqRCl0sV2rTWe95/b\nnRyJvT9+9QqCQdmcPUCp1J6WkNWyKXvS88Ck9oyUDXs1QnQ0AntaglCpPWfS0ySdTc+7adLeuV+7\nhE9/529IvQalqkT0NGXP9z0GS1W6uvuoRZpnnl/TlD1LhLGpvbYAgiC1F4Zg3bbtxbHkocdSe2nq\nY2rPiRJKZbYbe1tr274iC06maxZf+cqFzN11L/z+KibIsK5/A0cf9Q7a8i3UajWqSUz7xPG01QAp\nsdYhXPqwdM4hlSTWCcYYpJVIT6KkROsYGzsOmb0v37r1XlxYIaTKGF1m5tixhOWIqhSoqEaoMqy2\nsMwfhR2zCwxBPgTtHDKOSGSILpVp6ejEll9mlAjI2AwyEQglsCYtvuucQHoKLyAN8XEJ1mqQiiQx\nBKEiG6T7gkF9ETobBmDhq+ecwuCG5Zz+8feT8W1K3aVnMGsZ4JzAOEFpoMSmTX2Uy1VWr97Ik4MD\nVCoVNm3qJ9KWBxc9zbgd9uSqq37JaV46kEqLGvgcffTh9RhlTdRnOel9R3HjH6/GJoMIEpxIw4Mi\nFbzyZtWbdOCb4UwZjfAStNNYJ/jo5y4iCOt70BIcEiVy9e2VzQvs/3WwdXtuC3vtVTBKNWUvsQbp\np/ZcxkcO6qbsxVaBTu31Z3Ms80VqTxfIC71Ne65mkcLDGgdCNOxVTA1Uc/auuOgCLs+XOP3j78cT\nMcrzm7I3NFSmVI14cNHT9PZVeOiR7ibtaZxwr9veJz9z3mZ7AqjbY3uzt5U2olMjFY4ocdz8v9dz\nzZcvJS/y9JuIe594lKMPfysDff1ks1mSQHDY/nPTnniL9Qfh0krQnlQopcA6jADjHLavRMHPoYRg\nbHsbnk7qMSRlRsVlsnEZhULKACUNkU5YWqtCx67EokCgJC4tfYoTCUZ4xEO95Ed3Uup6llYVkvGy\nCOWlGwj1PG7pJNolaGNYs/4l2jpGIb30goNA1fNXIyBBEILxsVE67djQu5y2nCIMckht01AJkSDR\neKTnLwscrQVNa6EFFbQxe/ZEbE0ipUCqgHJiuOCbl/HtK36EkgnICIGPSk97Ble/OaIELaPItPhE\negBf1pAuwQrwncSP62lHw8e7DjcBRniIeuydNemo2lMZ2rJFPDd8WJYlHct5aezc9jQTqtuziIa9\nLD5lp5uyJ4Ro2EuMbtqeUB7SOCKd0Cd86JhALApQv9vbsiethzU0wtGG7TkJa9Y0Z4+wTFi3p0wW\na11z9qSirOGCb17G4ueWvzF7SfRPYXabs3K2Zi8g86r23PZmbytt2/v1SuI5gQoknflW2q1PWcfY\nrM9jS55hgsxRLBZxzlH14aDd98Yp+Ypvbm26fiKlRCmFEAIjASkoGkWLFnieR2Q1LorwnANdY0Ko\n8HWEMQZhBUr5xL5gbS3GGzUBkwSIQCCdJbQRoa3iUUYOrgA/i+1dx6h8C8YBQqTghuMYh9eLpKO3\nv5f9939zfY2n/v8B8BFk0r+pCJmrEttNLF9SphCOR0kFYhApSml9QAfSVlAuIkATCJ9Q5iD2cYmH\nDCX4AiMNfjYgURBJQSQ8IJfuhDqfdAcdlANFHuU5atVSGiJjAauQpv65wm4GK7b4wKGcRToLziKt\nQVqH0BDH9UBg64MJ093N+vRou2p1e3GiG/aMMU3bE46GPatN0/aclQ1763XUsIcbmT0p5Rb2hh8U\n4Fzz9iDfsOfcQPP2PN2w57UU3pg92MKeHZG9qTtOpWHPbrYntjd7W2nbfGAaZ6GqWXjvA0wdNY6x\nYQHrSSJhWTvQQ3uiqEY1PCl5dv1LjNZe+jVbNOfSTQ4AZyxCpccMCCFotR66r4TWGqckKknAJrja\nJuZMnkTR86m6GsIqrBPYfMgmGRK2TcZZhcVhCXEojJAolxCqClVZIO8FTNtlN6JaQmITTL3KSrrL\nl15j4jRRUuWc887BEwopPYaTn4ST9fAbj2pFEpksQzbHA0/eQhKWiF1cj0kbTi+UYMam9QJtEeFl\nsMqgAo2UVVRSRcVVvKSKF1UZncsyKsyQkQKDTCthAwY/HSXJCJyPdoL13b34fjh8YSAtdvh8leEP\ntvgQIv13mYaQJCbCiBiCNG85FhYtbRrgLEl3Zv/l7v93EQ/bC3yvYc9Y27S9xp/N5iMumrFnjGvY\ne3r9hs32TDwie0bQsCfrGTMAQcZv2t5u+85s2BNeoXl7UdSwN3XCDm/QHk3bK44ubLYnN9tz//Io\n2j4foNt8YCoBLqtYePt8DtxjDibRWB3jG0shl8fiEKGP7wQPPbuYnJV4lvph9vU3Qwh85aVHByQa\nLRzOVyjj8KTEa8lhrcW3oHFoGRH1PE17X0St7GFzFmXTbfqS0fT7nfSYNoSXIBJFxmqsb6jpALnh\nRTKdYyi4BC82hCYkqwJUfcojXNoNGpnu3Nd0mURUae8opm+HA6E0Dr3F1M6SzQoCBWd97hw6d9mD\nP/71HgZ0CGGunl0REydVjKpSNUM4mZDo+pTF+WhdD7NIg8xABPQNVvn51VfXD6uq/yxhkUnaw1sT\nYizce+/DSCdJkgQdG2yiMUYDFmOjNI2sXqPQYbBOp7uWwgPPA5vg51owhMROsXLFOkyi8UgQ9V9l\nA7yyDJjd4mPL//+fa8P2LDTsBdmgaXvW2oY9T8im7WVVemZhyWg2UWjYC1VtRPZs/YgF4QTCbbZn\nMU3bO+Cwoxr2BoZ08/awDXtPPPts0/YQsmEv0VvYk25E9m69c2HDnjGVhr36wLTe/vv2ttZGFEIv\nEDzy0EPsu88+6XokIIZDg6zFWYv1JM889TRe4GOce0U5OOccTqRTE8/z0lFmfarS+Jz68EZrTYjB\nq9XwlALh6utIYIXD+gGq0JLGfbl0em1IpzM2VyTpfh4/NwWhDG1+kE4LttK0MPQNbCLIhLhXvBle\nY3e18TbZNJ958TNP8/4PfpJjTjyZk844l4t/8mu6jE+fyxNlxyJNjaznUC5G6RhpEoRJEEaTqDw1\n4xP7rTy9aiM33HEPl37vMv65dp7wvPruNfzjxdWcfPZn6DaOP951P4Mqj/ZbcORxNkDJEJyHswpE\ngBABOC89AkMobGSJyUBuHGWvnfMu/gmjJ+/OoW97N7G2SKoo6ucEiS3XkbYcNfBfW18SCEpDlYY9\nq3XT9iyuYY/6vzdjzxjdsFeFhj2LeEP2akm1aXuz953bsPfW953UtL2qyDfsDcW6eXuy8IbsrehN\nGvYCZRv20v2FLV7zdmDv1doIzyWH/u5eCmEWL1ZYmRaL2GfH6WlvoXxKMqHcN0A1ifHq07vheyGU\nxDiHJs0lddrgPIlEYnH1Hd/036T0yEaDhHGECCSB8ogSSaw1xmleGoLsDvtQgbSXlukIIhYe7fEG\nCA1G7kjf8luZt+Mu+Hbrg/tEaJ5cspgb7/gDzhpEutBUf83yFb1egqVmBe//8EnUREiuOIq57/8Y\n1sT85ek1lHp7eebJp3hq0f1E1RqeVIxtb2N0Wzu5fJauri5e7u0m0QYbFtl15mxO+9pl3Pi7X7Nq\n1Sqm7bTTK1xYHEbDse97D6d95XySSkR3Nsf5P72eR+68jXiwl0mdY3jnvLczZ84cCoUCXhBQqVQY\nGEh3RO++ZwHPPr+EjX0DtE+Zzrz3fYCdD3kXE3UfP7joIiraw9NZVHqAIE5U002G+mhnc1ZSekX/\n6RS1YXuPPPAgM4btkT4sm7GHNWjSUx4laXB/M/aEdES6xktDMJDtSL+vEBipcMK9bnvrN63n2ut+\n1ZQ9rbLIXBtz3/8xChm/aXtDVc3sAw/jtK9dRk7RtL0H7rwdN9jDpM4xzJw5nePe9z4KhQKZTIbB\nUmmb9k4+6O384NtfpqI9AplF1XsLJ7Y4GXI7sLe1NuK9e2EdHiKd2khwxvGR9x6PF6cZGTpUjBnV\nnvbSKsDW77Yl7bk1DpHLoJQiE4Q4Y7D1HlhbgwoDarqGlQJZGyBbLiFaMjhrUFZhhMAB3ZWYqpdL\nCwLYtKc3zhLIDGNKy+jZYSatYYAurSXs3BnsK3ffpExDnJxzeFlFrphhp112JIlK+GEO6xQaR1g/\nbMq4dCYjVcDqtasIclmUFFRqNWQmA86nP3H4LW3sfdBbmfHWI3BGIxwoIernloPA4LkYIySJyBJZ\niSc9BitVXn75ZXbdcSeGY3WNNRjjwPPIZAICofCKHRjhMX3fg9hjzj4QVdiwdjW3P/kkv7vnEeI4\nxlhLNpulra2Nzs5Opu97KFMPmYdTktgKjFAknkDKHLn8KB565GGOOvgtJLUafjaDSbJ4vsY6jdEC\n3/M3P7Uav/r/ebhPP/UUsya/+XXbk4GPUOmmj4kTfCGbsucwOJHaSwqTGvYMEtekvTiO8TwPL6tY\n17O2aXsS27BXwRI3ac/iU3EBnvRISpuatjdt730JkjIb1q5m5cqVnHPZj4njmDiOKbS0bNNeNTav\ntBel9pzxEWr7s/fPbZsPzOGN/4zykXZzzy2BwNRrhVqoOM3EsZ2EfoBJ0vPHGz8k8AFHT38/uXw+\nDTWofx9rLcJTxEbT1dedHgxVHWC0Ss/0sKKeDysMUlr6tcNkiiibrrUAOKXJ1QboXf4Eep/3M7Rm\nEeOTGF9k69VRNrfhh6W1lshF7LP/3njKkLgIIX2EMXhKEiWGwM+g3eZkk8VPP4Vx4BHXRyjpAjeO\ndF1WCDQG6ck0dGp4J96l66/ahVgBWkgsCiMc2hiE98qjAIUQKE9RiRNGdYxGIXD1n2EQ1ITAy+QY\nM2MmB+80Dd/302lhPRohvUECI336dYzA4SuJMQmerRHIdAPki1/4Kkc9uBA/K4AqD9z7ACIoM2P3\nmYztmMTmajH/nTZs7+U1a5ET35yWGHNp/F4z9hJj6O8fJJfP40mFqOMbqT0rNFKl9qJsK55L7Wkp\ncSpqyp7vpzv9kYvQMmraHujN9uqtGXtWeFib2gPRtD18D6NSe8Udd+XNQdBwN7zL/1r2lKu9qr2n\nnnqawdL67cbe1to2H9mu3lu35gsoR71Kdwp3OOZNAr1DA8zcZRpKCPx/qtentcYYw8sbNzB+/Hiw\nDpkmvr1ixPfSurV42ZCk1MsoT+CExYm0riB1IoNRjKmPMFV9x9GXER2Vl6nQgkoikvWPMqk4ESX+\n9UzS4WvxfZ+nlzzFJVdcDMS8sPRpPnDcsVz5k+/xmc+dwt77zObWO+9Eqc3921VXXZVerzRp5Ke1\n+Lb+y4UjdgnKxqBrCBcjMChnkBgQDi09nJAgNEqadMPFGDrax7xiSiRkms7mpCDMZLAy/RppYzD1\n9TXlERmBkz6xASd9VJDFz+QxKBKbrvEppVAoPCnIeB7EEZs2rCJUUC1FfPJTp7PvfrN59/vnMveg\ndvbaZwL3P3grM/fckXT89t9rw/a6X97QsAfN2/PDoGFPCdG8PWEa9mRudMMeTjZtD2jYGz95HM3a\ns9I17Hkpq+bsYRv2rNNN28OZhj3pZxr2nPRHZC+0pmFvtxn7NOxNnBxtV/a21kaQGilw1jJ2VHv6\ngNpijVg5iFNPPLP8BfbaeReSKE7Tu3wP6qD9MASjue/hB9l9993Q1uArD6MNSIESggjLo08vBq9A\nLd5EMZPFc7Ye4pDirpJQcZaqDcgBykqMNIRxF4NLF9Iy653Eq5+kU3azy6Qj8JzCiBiHTHfHnUQI\nS0LCUGmQ3tImWvJ5Pv2Z93PRN77ImDFt/OKqX1KhRj7bwVXXXM35X/4KSVzBWkuhfQLzb72Doz5w\nLNK5NG3OSYzTVKIag7VBAnIUWlqQmQDj0vAJgOHDnJSz9dMODR4SbQ3Tdp1KGk+yma42llzgsW7d\nOmoCfGFQUiC1wbcK3Qh/S/e5paohopBAhfR1d/PE4ofYccoUfC9HFNVYuWw5q1auIopr6Aq0hCFG\nD/DIUzdx821XkstkeMe8wznzvK/ygx9ezn1/v4WTPnws1117c31q6f3HF9+H7W3q7X1D9nSy2Z7V\nBs9rzh5OEAtDxVlErhWQKCsR0jZtzwlHb6mH3tIm7rphYdP25p1wbP3n1x+WzjVlT2Kgbi+Koqbt\nec7H6Prn2hiQSFUDowict017aEdWZDB6gHyL5vrbLiaXyfCZT5zMiR85dbuxt7U2oiMqKtLSGmQR\nDrTaIiiYtNeXDpZ3v8xbd94DIQQy8BDONZDXMChtWD3YyyGTjgQpMc4ipEDjyCZQCuD57g0wKiCR\nA+QK7eQrEf3ZhERaPK2ohT5WOXAhFRlRcKDNAHbFIvoLIWPsIGH3evaZegCeiTEmwPjplfom3cww\nQhNlqjy69CE+ddZHqQxq/n7v35DiE9x9972UaSfb1oJONE8+9xTaeQgiMl5ANFBh49BL/PybFxGG\nAcZYTCxxDjwhENLgrMIEHh/77OmQS8txpbgtWkqESzMghHLEtXSB3lrqxQbSqFIAJVxaISrW5ERA\nYgyJs0gvrMcRpq/LiRYSpZGql3yS4bEFi3nooZvRrpeVi58nqjikiFDKEfgFdBRjPR+haowqwJfO\n+ypLl67g3M/9mgfv3IgT8M1vfJ916xejk/WgEyCs57m91lrSa8XNvb61p2F7SsiGvS1/2kjt5SwN\ne0o0by8Xe9SyAqscGVWgX0LBQdaWRmbPpumLRmiG3BCPvpTaw9G0vcu/8FXaOloxxqIIiCLdlD2c\nRNbtbdiwoWl7MSCEASxCQiwDpOpFxT5PL1y6TXteoBAytZeUdcPefXc+i9qO7G2tjWjTRwiBfo0Q\nCYCuri4KxSKyatLhuBCbj8d0DuF7bOjuYvzosWnWV+Of0goqwvfYVB1EZPIUNpUJR7UQ1YOqAaSV\nZOKQtkqFQpJQLkDfYJU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xxVz9s3Mb9mqug2cWfrs5ewLMsL0gRP877W2N5GstjAohXFqA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\nCM8GK6Dkd/DkC49hZAC2wVEWvh9+xjRpS8C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WRKFgyE5DmfPBLC44Ks9ufS1y2RSlYjuO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\nYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zNCpaUq21GcR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "outputId": "812e15a7-10d3-4000-edf1-f104d75bb034"
      },
      "source": [
        "# to gray\n",
        "x_gray = kornia.rgb_to_grayscale(data)\n",
        "# plot\n",
        "imshow(x_gray)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VwkcjBtrX15fg4GB8fX3ZtWsXVquVjh07cunSJY4dO8bgwYPlsQEiF000Hdiw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\n1VItbkr1glkt1VIt1eKm/H+CpfWEuL8uuQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s0uHbfq2514n",
        "colab_type": "text"
      },
      "source": [
        "## Filtering Operations\n",
        "### Compute the 1st order derivates\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ACSeRKSI6gtK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "efeddaed-1237-429b-dc40-8396e3bf2ac3"
      },
      "source": [
        "grads: torch.Tensor = kornia.spatial_gradient(x_gray, order=1) # BxCx2xHxW\n",
        "grads_x = grads[:, :, 0]\n",
        "grads_y = grads[:, :, 1]\n",
        "\n",
        "imshow(grads_x)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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HaZUefvjhkq1aPv3009LvNU3jK3hWjl2ND//FF1+09SYNWLvLj0aj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\nAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZBZ_hmo91IUF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "41d9c9b0-0663-4ad6-e3db-32881c9c82e3"
      },
      "source": [
        "imshow(grads_y)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RI4hGo1hZWcH4+Di8Xi+uXr2Khw8foqWlBX/5y18KnmvWk7pcLkiSVNCTqxem\nBEEAz/MFivnm5mZcu3YNra2t+OKLL+QpYigUQi6XQ3V1NWZmZvDOO+/ojpzUz4xGozhw4ADm5uZw\n+fJl2UlJpVMkEgHP8woHLDRZZe/FF1/E2NhY0eyNjIzA5XI5zl4wGMT09LQt9iKRCAghGB8fhyiK\n+Pzzz9cFe1VVVRgZGSmaPValsB7YK2lKznEc6urqcP36dQDWh8Rerxf79u3D4uIi3nrrLQCrnln2\n7t2L2dlZXLhwQYZanTo6OnD16lX5/9TwnIKtl28tQGhluFwurKysyEbDam8tVldYBUEAIQRVVVVy\nZdL/z8zMYGpqynLe9O6vnoLSY+opH7CqT5IkCaFQCKOjo/LKLPtcv9+PlpYWZLNZWZ0xPj6ON998\n0zB/Pp8P27dvRzQaxaVLl3D37l3T/DtpzM5xHLq6unD58mVb1+mxt2vXLiwuLtpijzZ2ep6A2Lxq\nsUcIkRtJJ9mbmJjA7OzsumDP7XZjamrKlD3ayY2Pj+PSpUu6AzFgbdkreZU8EomQHTt22BrW0iE9\ntR3bv38/efnllwtiGfM8T3bu3Emee+458vrrr5NXXnmFdHV1aU5BjGLgqEXLHo11OKpegWOnLi+/\n/LLCoFgQBNLX10dOnTqlO9XhOI7s2LHDkelDX18faW9vJ88++2zBFEkrz+yU0Wo92dmWyX3nXGHn\nzp3k1KlTmquy5TIipuVaLHs8z8vs7d27tyT2rL4jyx7lzGn21KqBSrDHlkup7LF1VCp7Tosjdpit\nra2yTWSxifY4fX19qK+vx6NHj/Cb3/xGcQ7P88jn8xgaGgIhBBcvXsSlS5dsPUM9HaG9I9uDavWm\noihi//79ePvttxWjaLr65/F4MDg4iD/84Q+az/b7/cjlcvjkk08U11pVUrPnavWWHMdBEISCkQ67\n+ASsLox988032LNnD5LJJHiex8TEBN58803LedHrrXmeR3d3N2pra/HWW28ZjhKcSBzHoaWlxRH2\nOI7D4OCgLfauXLmiu+ik9Qw1ex6PB3NzcxAEAR6PB9PT0xAEAQAU97XC3vDwsK41QCXYU9vxAqvs\nTU1NyddWir2HDx8q1BBOppJHmKzo+bLTEr3eg+0hc7kcOXnyJDl//nyBB3RRFEl/fz95+eWXdXdW\nqJ9Be3e1jRz9mx3hqmNI79q1y3TnRTgclj31aI0y6+vrC7xp0/+b9aahUEhzq9mRI0c035ftpdWO\nHzwej2KkEggEyP79+8nBgwdNRyJWdp/wPE86OjrIyZMnFc4lyilWFkmcZu/HP/5xSeyxf7NcqN/F\nCnscx8nsqc+tBHta785xXN3eZ6AAACAASURBVMHOHj32Tp8+7Rh70Wi0bOzptol2G0yPx0OGh4fL\n4ouOTt337NlDXnzxxYLnnjhxgpw+fdr0PmzQJxZgetztdpN0Ok1OnDhRsEKoFyNEa2VbrVpg80or\n0e/3k9OnT5NTp05Z8s6i5XK/traWZLNZks1mNfNC/9/b26v4WPSmR+FwmOzbt4+cPn2a7N271xGf\nlolEomC667R4PB7S09NTcfYAlMQeexyAzJ6aB7vsaTWA5WZPL2/RaNQSexzHyewdOXLEMfb0GvVi\nxZEGk+O+j3/M8zwZGhoiJ06ccBxeNRyHDh1SHDtz5oymjok1g6C9FGsOwXGcvK+3q6ur4HqjUKl6\nojfa1mpMY7GYabS+SCQin8Op9gWzpi5avTDHcSSZTJIXX3yRHDhwQAbZyntQx7X5fN4WxOoPLBaL\nWd7rbkfWkj02Bs3OnTvXDXt6fk7Xgj0AJbHn9/tts6f1jk6x51iDSd3p0//TuNalKpvNpk/ZbJYc\nO3ZMPn748OGC69i/qVJdEIQCsHbt2lWgdOd5Xh5t2lm8UMd0piKKYsGIIRgMmtoF+v1+XWcDoiga\nLgCxUlVVJW/Va2hoMCxz9mMvtv7U21D7+vocAXc9sCdJkiZ7evcwYq++vt4x9vTOXwv22GPFsFfK\ngiG7gOQUe45NybV6AFEUye7du8nrr79e1hUsnufl3gsA2bdvn25FsD0lO1WQJEkXHLMe2Ov1yiEe\n2I9Ub286HVGwwu7ZVa90UqHG2jwTcsIIUC1xuVwy4FojkUp4AXryyScdvV91dXWBfq7S7NFyK5a9\n/v7+ktjjOK4k9mj+9fgxY0+P2c3GnmMNJsdxmplhK6KhoYG88MILsuMAJ6EFVpXlVKei7hFZRTML\nViqVIqdOnSqYJmSzWXLy5EmSSCRMvWurAWXBob0ceyyZTBbAYcUsKp1Oy+9F70nvbzVwPcdxpKur\nSxHvWv2xlhtcnudJOBwme/bsceR+HMdp7iCpJHuiKMrsqfV0euy5XC5N9jweT8XZY6frWg2fHfaM\nRuYbnT3HGkwKw9NPP21YubSCW1tbyfPPP29rZd2KNDU1EY/Ho9g6x3GrUfdobx0KheQerrm5uaDH\n1Fs8sSJ6q6MsDMFgUHPUYxZ3WRRFRTRGURSJy+UqcLZqpUx37typUPh3d3eXFVQtCYfDjvk05DjO\nNnvF6AetsKd+th57bOC5UtljG0Z6TzvsmXl2ssOeGX9a7NmJOb6W7DnaYHLcajCkZ555xnaFlyos\nMPTjVw/7o9FoQW9IpzNmUxI9eeGFFwpgYxX8Wvd0u92a0G7bts1Ud6NlKqHOu9k0jgrt6als377d\nsVGf1Tprb293TCFvlz2n2GT5scMeHaE5zZ7RO+qxV11dbfp8I/aoeL1eS67X1OwFAoENwZ6jDSYr\nRpvsy/HyWhWppa9hdTBGgNTX15Nz584ZxpymCnS/36+pg9JbrQSUKgO2oevo6DB8LwAFPgdpj04/\nwNbWVltlFQwGC+qrrq6ODA8Pk+PHjxfEGHeyoWHfwalok2vNXm1tbUnsud3uirMHoCT26DVOsAdA\nZk/tcGOt2StbgwkU9iKVgJWVcir7tYA8dOiQPMIwU4KrpwN0WtPU1KT5sbESi8XIqVOnNPVbQ0ND\nplMNNm/0PfL5PHG73brmG8VG8rMjgiAoTHVKkbVkTxTFirPX0NCgUKtsNPZisdiGYE+vTSw5RAX3\n3VZHt9uNvXv3ls2Jq1Eyc8hhlI4fP45EIoHPP/8c7777bsHvWv4r6+vrEY1GMTExgWvXrhlu+Kfe\nkFZWVgq2avb09OD9998vuIbdohaNRnH06FGMjIzg1q1bEEURPT09ePPNN3Hjxg3L73zw4EG8++67\nmJ2dlbcIJpNJiKKI0dFRxONx3Lp1CwDQ1taGxcVFXLt2zdK97Sae5yGKIhYXF4uqM5o2OnttbW0Y\nGBiwxV57ezvcbnfR7HHfhUfp6enB3/72t4Jrzdjr7OzEO++8UzR71PdmMpmEz+fDnTt31iV7pBRv\nRVbSjh07cPnyZbhcLuzduxfNzc346KOP8N5771m9hW569dVXMTExAUIIIpEI/v3f/70AJLfbjcXF\nRRkOWvGlfJD0vrSBWVlZUXiYoXtmge9de6kBFkURAOS93yy4giCgtbVV4RnH6AMoNuXzeVy/fh3x\neBwPHjxQeLCm3m9WVlYKQrbu2bNH/pDZfKvzZ+TtWyvRunHqXcvN3uLiImZmZhCJRHDz5k388Y9/\nVJyzVuyNjo5icnKyaPb6+vrw17/+VT6/EuypIzfQslI7Kq4Ee9SxsVbSazAdmZJz3Oo+ZvUw3efz\nkYGBAfLDH/6Q7Nu3j3g8Hkd0E/39/bLSn+pW1KFKrU6Vurq6yNNPP01OnjypeY3H41GscLJTFHW0\nPvZfKqxRrZZs377d1v5o9fOsSGdnp2zoDRTqtuh7aG3N6+3t1dyZ4oToGTXbLQcz9p599lnH2PP5\nfIoFp1LYC4VCJbHH2nsWw14gEKg4e3oRL7XUD2vJXll1mLRydu/e7fiLnThxgrz22mvk1VdfJT/+\n8Y/J0NCQDA/dGkdNH9gKFQSBNDQ0kLq6OtOgZxy36j5Ky+TG4/EoHC/obUk0ujdry6a+hud5MjAw\nUGDQ7gSswKq+SZIkwnGc3CCqP3D64bndbiJJkuYukZMnTxb1cemJy+Wy7E19i73ysAeg4uyphbX0\nsMtesbacVtgre4MJrH5wavOHUnp1QRCI2+1WNC4cx8ngAjAMGE/h1assteh5pKErglo9OTWtMHtP\nURR1e3xRFMn+/fst+RK0U55PPfWUYuTi8/kIz/MFWwnZbW8UYCsxt83yZJRXpxu4SrHHrg4bmcew\n7FkpH6vssSM0KyvxavbU51aaPa28rUf2KtJgchxHXC4XOXz4sCMGqmYutXbu3GmpkNSVZfdDkiSp\nwPTD5XJpNjx69wgEArrPpTC7XC7ygx/8oGB6ZtSTan0Evb295ODBgwUfFHVyQEc17D3oFj6v16sw\nIWHPi0Qi5NSpU2TXrl2kpqZGHj0Zlac672fOnLEcZ2c9skfFDnulhIo1Yo995lqwp/XeZuyp87pe\n2St7g6nOeFNTE+nt7bVV+GZQqp8nSRLxeDymDQotfCsNpd45AwMDho0ux3GGuiu1GUd/f7/mVjNJ\nksjTTz9NnnvuOVtlBayaZTz//POGU2e6PU+tM2KnjuwWvo6ODnL+/Hmye/duUlNTUxAQS6/s1eVz\n7NgxcuzYMeL1eklLS4vtd1uP7GltP9TKF+2kNjN7AEpij+bfDntWR5fFsFeRESYFk1ZuNBolzz33\nHDl69GhRFeB2u8nJkycNzxFF0XC6S6XUgPCRSKTAmFc9RTcyQGaBppXm9/tJKpXS1C95PB5y7tw5\ncvbs2YLnqmE7ceIE+dGPfkTy+bym4p/9P1VPqEfHHMcpet9wOExeeeUV0tvbS9xutwLkYDCoGAkY\nNRo7d+4kL774ovxcjuNINBq1vEtpM7BX6rs6yR61W/X7/aSrq6sk9gDI7A0PD5fEHutjYT2wV7EG\nU084jiO1tbXkzJkzBPg+1KaeMpqVVCpFXnvtNfLCCy+QUChUAKgVHaXP5yOSJNnSj6hFEARy5MgR\nzUqiUwU9YCi01PlBMfo1j8dDkskkqa2tJdFo1PRD1bsHmw+10D3Qzc3NiuPxeFwxKgmFQroGyEeO\nHCE//OEPCzwLseVSVVXlyKq1VaHsUU86dtg7d+5cSewJguAYe2rP5nbZM5qeW2Evm81uGvaM1j/W\nvMGkUHq9Xtk1FlsIVgrf7/eb6iD0/FPSKad6hdgor3oF/uKLL5KnnnqKBINB8uSTT5KXX37ZcKjP\nNpJOT0fZfFk5T8thg/p9q6qq5F6dVWkcOXKkoHdOp9Okp6eHHDt2jJw7d4709PQUbKPTeg4NB+GE\nx2077FGToEqyRyUQCJiumpuxt3PnTpm95uZm2+wZ6To3Gns+n09m76WXXrLNntGsc00bTPXCRDqd\nVvi1LGali4rX6yU1NTWGUxJaqfQjcSKyXlVVFXnmmWdIbW2t6bns3t1SyrCY8lGLEaxUmpubNT9+\nagJ18uRJEggEyKlTp8ihQ4dILpczdQahlmAwWBDGoRyitSrsFHuCIFhiD/i+gbbCi1X2rDixULNX\nDDPlYk9L7LB35syZktgzOmddjDDVLxUOhy3FSdGSuro6zWE3O+1RFxxVNrOeu8stfX19FQkLaqfc\njX6vqqoynS57vd6iPe+wdaE3bapEGawVe6Xq0u3IZmevWLHC3rprMFnp6OggL7/8sqmX5L1795JX\nX31VAV0sFiP5fF4erkuSpDvNowUdDocVuqdy6dK6urocM84uh2jZ5qk9FmmJKIolffj0eZFIRK6H\ncpgaGT2bil322BGiKIq22QOwxR6cYa+YhpNlj9abFnt6baJje8ntJk5jX6jL5UJvby9yuRzC4bB8\n3vz8PC5evIhPP/1UsfdTkiQEg0E8fPgQ0WgU8/PzmJmZgdfrhd/v14xhTfessvvA9fJTauru7rYV\nT71Sie49VqdUKgWO43D37l3Te8TjcYyOjpaUj1gsJjuvKPVedpJd9m7evIm3334b8/PziMViePjw\nISRJQiqVws2bN7fYcyhVV1dXlL1Hjx4hFotp3ouUcy95MaK3zUttLqElHMeRdDpNJElSTA0lSVLY\neGn1HFSPIooiCQQCZYlwuGfPngI7QK13KGf5Gone6FAdo91MSjWXobpkqgMsx4KElpTCHgCZPfb8\nYtjTWvEuVdY7e3rPNvMErxav12voC9RMfD4f8fl8Mntq1cW6npLbFdbSXy2JREIx9Tb6qKmRrVaj\nWezOoDNnztjSkR48eNCRRSE7QhtMdkUxHA4b6ru0yuDQoUMl6ZPY3SA1NTWW4xWtpaTT6ZLYo2Vc\nLHtGLNplT+3IuhJC8892OOFw2LDB1GOvFF5EUSThcFhmT/37pmowWai0bOlYOy+tnp6ObOhvkUiE\nPPvsswV6LKu7WIDVD+HcuXOy2ZKVhsTj8ZBIJEIEQSADAwOmTl2dFvY91KFJjfJ/4sQJcuzYMRnY\nYkcsHPf9tjgnVo8rzZ5WWZqxR8tsPbDX19dXcfZofavZs7J7zGn2qMciLfbWnQ6z2BQMBsHzvMKn\nnjpxHIdoNIqHDx/K10xOTsq/q/0+At/7yRscHERdXR1WVlbwy1/+UnamqpX6+/vR3NyMK1eu4OrV\nq4pzWUeseimdTuPu3buO66+sJEmSsLi4CADYtWsXPvnkE0xNTRWct3fvXkxNTeHRo0dIJBKYnZ3F\nF198ofBB6IQOjtaJx+PB3NxcSfcqVwoGgwiHw7h586buOWbssWXV0NCAr776qmj22tracOnSpaLZ\nu3PnjqX3djKJogiO4wrYm56eLmCokuxRXTplT0+HuaEaTJ7nQQhBIBAAAAWI6iSKIkRRxNzcnOxl\neWFhAcCq01FRFDE/P49UKoV79+4VXO9yuXDo0CEkEgm5Uli5efMmPvroI4yNjVnOfzmU+3afHQgE\nMDU1JTdMO3bswMTEBL7++uuCa7q6unD16lUsLy8jmUziwYMHjueLOoCl+dNbkFrrRNnjvvPyboe9\nSCQiN6DA952DXpkascfzPK5fv140e2vBoB57brcbNTU1a8Ye60yYRlCg7K27RR+7IgiCQsmr3lOq\nJeweVHVMaDp9MTM6Vk/5WS8pxRpdu91uXf1LuRXymUxG8Qy9BQJWF0anzqUo2fWEXegpx/2dklLY\nYxfZOI4rareZU+wBhU58tZ5XDlGbObEbCFipFHvs+7J72YFNosNk935yKmcRWsIaqKrdsdEKcLvd\nujt/yhVsXhCEggoq944XoHCHk9pZR0tLC3nllVfkclZ/QE46EGbrkf7rlFf0ckgp7KnLnv34S2Gv\n2N0264W9bDarOLaW7Hm9XsUzN0WDmUgkCgpSD1x6Hhuf2ePxKGClPX0pThGKFdaDSqWeqWVOdODA\nAfL666+Ts2fPyh9OZ2en5oq5KIokl8sVwFZqvmidrOcRphZ7ertF1jN7HMetG/ZisZjMHl10ssOe\nE0LrRG3StikazGg0KsduoYXmcrlMPzTao7Krsmxhsb2ukw2BkVjZz+qksGYb/f395Cc/+Ql5+eWX\nNT22uFyugqk6LQ92qulUWakdy67HUaYWeyxDerLFnpK9qqoqmT0tL+9rxZ7a6mZTNJgcx2naaxnF\nSFY7eNAz2qa9lxOVYEU8Hk/Z7Q61Popjx46Rnp4eU886Rnlje+NSPjz6fKs6vbWUUtijIzr1KJM2\noI8Te88++6xj7JVan4A+e5uiwdR6YVo56l5aLazeht3LyxZYJffeulyuijlGoO+VyWR07de0yq2x\nsbHgd47jFLaGpdjB0XqpxN5qJ8Uue2wnzfLGLhw9juwZOXCxwp4T9afHnl6byGMdJ47TXtkHoDCN\nWFlZweTkJPx+f4HJBM+vvuLMzAwEQZDPp2l+fl6O30x/N3u2E2lxcREej6ds96fv3dnZiVu3bgEA\n7t27J9ufqsuJ/b/P50M2m0UoFILL5ZJ/p+Yho6OjyOVymvexmuh16XRaYaJD873WyUn25ubmZLZo\nPHhglYG1ZK9cz7HKHv0Oi2Wv2ESfp7aRtcTeRh1haomZyyY6fRJFUTHstxpV0mkx8vhcylSXXstO\nIa1MZTiOI5lMhqRSKSIIAvH5fLqxbdQrrXaE7cm1dllUYtXWibyzfxuxx3GcYuq+xZ62VJo9rdDG\nlL1NNyXXqywt+zjuO8cKrGsodprE87wMNBtGtdxi9LEIglCSd3bWzZiZzSDP8ySRSMh7a9nfQqGQ\nHAfG6BnFCI2Zo37mRtBpapWhHnsA1iV7eo38WrCXTqcrzp7L5dJlb1M0mFZWxsxGmbRA2M3/wPcQ\n+/1+Q0W+k8LzvKxLoo06/a22trZkk5NUKkXcbnfBiM3r9ZJwOEwSiQSpra0ldXV1hjotPQcmpYxE\nDh8+XDDyoP9fj34crehWNxp7rJlOpdiTJElmL5PJyOzpla8RezTUhBPsUaHsbfgGs6uri7S0tJiC\n63K5DD9kdpVSXWjUbIENwlTORQie5xVT0lQqRfx+P+F5nsTjcUt2iXrvqqfMFgSBVFdXk1gsZjnG\njNGqJQut1bI6fPiwPPLQUsA7odh3Wih7Ru9ohT3Wxdtas8eO0ophT0+M2KupqZHZs/IMI/ZYG2yr\nahyWPS2h7G34BpOCaKR7oWIUs4fdVqYuOLZyy+GrUEvS6TSpqqoi+XyeCIJAEokEGRwclHtdO6M4\n6sXaiZhFLEC5XI7s2rVL83fWONvsA+c4Tnc7HJVcLrdudZhOsKflWk9ddpViTxAEx9ij71BJ9oBC\nP5ZGeTNiLxaLKdjbkA1mb28v6e/vJ/X19QqozD5MMzsvCq3WOeo95+UWURQVymeO4xSOka2Kz+cj\nzz33nBwOlR6nvbjd0UogECC1tbVyaNlYLKbra9GKmVE4HCZ79+4teHf6Nx1JqLfLrTf2zMSMPSPj\n/EqzB8Ax9s6cOVNx9qyauBXD3oZrMCmoWqIuGLU9F8dxBTZf7HRKXZHqaQOdUrA7Dso5PYrFYgon\nIOpn+Xw+Q4ibmprIuXPnSCgUIuFwmLjd7oKQplZWKnmeJ4FAgGSzWZJMJgvy0dnZqVkOXq+3YOqk\nPo9d8dS6R1VVFcnlcqaLBGvNnlaZmbHH/q1uMDcLe/F4vCT2AKwpe4By1K/XJq47925svJMf/OAH\niEQiEARBtsWan5/HG2+8gWg0ilgshtraWiwsLOA3v/kNOI7D7OwsCCEKf4/M+xTYylE/eKytlyiK\niEQiGBkZQWtrK/7xj38AsOZnsNjk8/nQ3NyMy5cvK44nk0nMzMxgenq64Jrm5ma0t7fjT3/6k/w7\njRsTDocxPj4uu08LBoOYnZ0tcJ3GcRwEQUAsFgMhBI8ePTJ0rxaNRvHo0SPFMZ7ndV2edXV1YW5u\nDp9//rnuPWtra3Hjxg1EIhFbLsucTnrsraysgOd5zM/P491334XH40EsFkMikYAgCEWzR13GbVT2\n9uzZg1/96ldFswesfn+xWAxerxe3bt1aM/ba29vxySefyMfJRnDvxvYU586dK+jdqGnQsWPHyJ49\ne0hzczPxeDwkFAqRQ4cOGfYyZqI+n+1tSjGxsCOiKCoi52UyGc39tjU1NeTll18mQ0NDugsRoigq\ndIFqb01UQqEQqa2tJT6fz1KZqW3g1Ls2WBkeHiZ1dXWG96PTID3zkfXG3tDQkMxeNBp97NgTBEFm\nT8ssxw57brdbZs9KHvXsL7VWzK2wR6W9vb1gNX5DjDB9Ph9mZmbQ39+PDz/8UOFZ+bv8yH+r851K\npbBjxw788Y9/NHzGwYMH0djYCGB1l8+//uu/6p7LRrHr6+vD+Pg4vvjiC/l3s15fParQGmXU1dXh\n22+/lf/v9/sxNDSEeDyOixcv4uOPP5Z/kyQJQ0NDEEURb7zxhuwQWS+5XC4sLCzIPX0gEMDMzIyc\n50Qigfn5eUxNTVnaseP3+xGPxwFAkWea2Gh+fX19+PzzzzExMaH77ux1Ho8Ht27dWjMny5Vir6Gh\nQZ4p/elPf8Lt27c1z60Ee+oRvRX2stksfvGLXzjCHsdxGBkZcYQ99l2sspfJZDA3N6fJ3oYYYUqS\npNDj2JVYLEaOHj1acDyXy5HXX3+dvPTSS3IcD3zXE+qNBujIraamRnGO1v2psCMSK4pznueJz+ez\nFK3xxIkT5Ec/+pGmfq2pqYk0NjaSeDxO6uvrSUtLiyJGC+09XS6X/DfHrTqypSvr9JjWsz0eD8nl\nciSRSBBJkkhPT49meUWjUeJ2u8mxY8dkGz+jFW+qsNe632Zi7/z58zJ7lAtRFHX1tUbsWYl7bpU9\nwFqkUCvsJZNJ2+yxC2Slskd37znF3roeYYqiiJWVFcd0NNlsFjt27IDf78dHH32Ezz//XHZFr37f\n8+fPQ5IkPHjwAEtLS4jFYvjtb39bEN+mtrZWDg9A0969e7GysoK//vWvjuRbnXp6etDT04PPPvsM\nFy5ckI8LgoB8Po+xsTE5/jV9NzrycLlckCQJS0tL4DhOjlXi9XoxPz9vqawTiQREUcSDBw+wsrKi\nKLumpiZ8+eWXuteajRRpmIbm5mZ88cUXazayrAR7ANhBiJyGh4dRW1tbNHuBQMB0VFts0mMPWK37\nYtlbWVkpiKellSrB3oEDB/CXv/xF83y9Eea6aDDdbreiYItJ6imK0ZQll8vhwIEDIITg17/+Nebm\n5uQKp1Mxr9eLcDiM0dHRAgV+VVUVxsfHFRWfSCTQ3t4OSZIwMzODmZkZjI2NYXJyEpOTkwX3YN89\nn8+jt7cXoiji4sWLyGQymJ+fxwcffFAQ7C2TyWB6ehrj4+PyIoGeolwroBjP8+A4rmDKySaO41BV\nVYWpqSnMzMxowhePx7GwsCAr2yl0zc3NCAQCuHjxou79vV4vZmdnMTQ0hLffflux6FHpVGn2gNVO\nmhCCd955B99++60t9uLxOKamphxhDwDa2tpsscdxHG7dumVaZ3rseTwehQMSdaokexcvXsTExISt\nBtPWlNwJ8wa9e9BhvBPhPvWeQUMwDA0N6frFBFaNyekUIh6Py9sHtXagFFsmHo+HPPPMM+Tll182\nNeamks/nbZnd6J1rFKudKuL19nNzHEeqq6tJPp8vWOxobm4mBw4cMDQjoYbGTzzxhK263izsvfTS\nS46xV6xQ9n76059WnD09Q3NqjlUsewAcZa9sU/JwOIxsNovFxUV5mE57V57n5WX/YDBoGJ40m83i\n9u3b4Hke+XxeoeA2S0Y9XUdHBziOw8cff2x7FKOnOE8kEhgfHwfHccjlcvJxGv2QJjolWVlZwczM\nDJaWljA/P4+5uTlEIhGFiUQ2m5UjWwYCAYUpBI1sade0hOaFfQee5+FyubC0tKQYmXIch3Q6jZGR\nEU2FvtfrRTKZxMTEBCYmJuQRRiAQwPT0NE6cOIE//OEPlkZqu3btwvvvv2/5PfSSVfZisZhmZEKa\nNhJ7brdbVi9lMhlIkmSLvdnZ2QLznEqyRwiBIAgF7FVXV2N0dNQWe3V1dbhx4wZOnDiBTz/91NB8\niCar7Dm+6JPP50lra6vu7gS1SQbHccTlcim8S6vPp72dJEkKE4dipa+vjwSDQcPtU263m8TjcZLJ\nZGQzEQAKBbXetT6fz5LiWkvYHpjehy0raiaRTqeLdvaqrgP6tyAIilGOz+cjNTU1urtUwuEwSSaT\nmkp0l8tFzp49qxu8Si0nTpwouV7tskfzud7Yo/u27bBHj/l8PoUTj43CHgBN9tRByKywB0BmT8+8\nrlj2dNvEYhrMfD5vOK1QF5ha9LzRhEIhBdRdXV1FVdbevXvJtm3bFA21+hxRFElNTQ1JpVIKJxTU\nJszK9MNoaquGXKtCQ6GQ7PtPfY3b7ZZXbtnyNPqI7NSF1+tV7M/XmsoEg0GSzWZJLBbTfcaJEycs\nh5w9duwYcbvdJU2vGxsbbbPHPk9vFbyc7KnLh7JXU1Njmz16jhPsiaK4odk7c+ZM2dgrusFkC9vr\n9coeQsxMF4zMdQB9n4fBYJCcO3dOsV1r27ZtCpf1RsIGl2KP04+Mbr8yAs6oEuj99fwf2hVRFB0J\nSGUEgtb9JUnS9QQTDAZJTU2NoT7omWeeMTVJoSYwPT098ujJTmO5XtjTc2RrlT2qLwsEAqSurm7d\nsGelLB9X9hwZYdI9l2ZAsoWldy7P87pTKkEQyP79+8kTTzyhOF5fX0/6+vpIZ2enaVxoNj9s3BUr\nynMjGOkIxamGTquMjCo2mUySfD5P0um06UjLTLQ+XGobapSH559/Xm4E9MqAjtaOHTvmiH9Lyp5Z\nXZebvb6+Ptvs0VFcIpEw3VddSfa0ys2MvVwup8me3VmD1hTcLnt64gR7JS/6JJNJy1b5ZokqsAVB\ngN/vly3y2d+AVfOfe5iPoAAAIABJREFUJ598EjzP4+c//7nmfaqrqyEIAiRJwr179wpMFqiymu5v\ntZKMTHXoPmF2D7pZamhokM+nsVvGxsZw//59S4sBsVgM0WgU4+PjmJ6extLSElwuF3w+HyYnJw0X\nWvQWDziOg8vl0rSJ07sGAE6fPo3/9//+n+5OD5/PB4/Hg4cPH+L48eP405/+pDi3GH7cbjcWFhbW\njL033nhD3mPOnkt3KJmxZ8STOpWbPZ7n8fDhQ9y/f99SftTsLS8vQ5Ik+Hw+CIIg70bSSmbsLS0t\nae6ossqe+lwn2SvZDpNucTJKx48fx9LSEt577z3Mz89jaGgIfr8fv/rVr3TvQY1IzRLHcYhGo8jn\n89i+fTvcbjeWl5cxPz+P3/72t6aNoSRJcLvdCqPgcDiMcDiMpaUl3L59G+FwGFNTU7rvSbd7AcZg\n0ySKIgRB0Hw/nucRiUTw8OFDw0ZTHahJ6z6hUEjXaYUoiqipqZG3k7HP0vrw9Ow0h4eHcf/+fVy5\nckU3r7Qujx07ho8//hjffvutI04jzMoAKC97wGrDkc/n0dTUhEgkIpfbf/zHf1jqiAOBQAF7gUAA\nhJCKskcDfUUiEUxOTmJpaalo9uh9imXP5XIpOplS2Ovo6MDVq1cdY6+kVXIrMVaOHTum6TI+EomQ\nw4cP617n1NRiYGCAHD9+3HB6QIfyNDRDJBJRPF8URUMv0LQcOM7cuarW1Eu9Cm3mKJdV2LNTPEmS\nSCgUIplMRp5ylFKO7DsLglCQr9raWs1gZVQ6OzuJy+Ui2WyWHDlypGRVgbrMzTxzr3f2OI6T2fP7\n/TJ7bDlvRPaoj8r1wB4AR9kraUpO3TbppXw+j/HxcTx8+FA+xrquisViit/sJtpTaI3EIpEITpw4\ngffeew8jIyMF7p/Y5Pf7sbi4KO+I0Hp3o16J9ux0aqQ3MqTH8/k8XC4XlpeXwfM8xsfHcf/+fctT\nA/WoKBqNIhAIyNvLpqamLO9QYXdeHDt2DKlUCoQQ/Mu//AtSqRRGRkawvLxcsEMjFAqhqakJly5d\n0iyXbdu24dNPP0U+nwfP87h27Zqju3acYC8YDCq2FdpJ9F4ANN/p/PnzttgDVsPcFssedRLiBHtG\n9aTHHiEEc3NzRbNXVVWF48ePgxCC3/72t5AkqWj2duzYgcuXLyOfz6OtrQ2/+93vHGOvpBGmnhsn\nKlaU4HrB7os1MYnH45pRB81CBOjl1czejO25yhFCQcv0o5iVULVdntvtVpQJ952jAvo3XUjQcuqg\nF5Ark8mQjo4OAoAcPHiQ9PX1OV4eLHtGIxgr7NHRndPshUKhirPHjshKMc9aK/boois76i6WvUAg\nUDb2il4lN3O5r65QPTGKJcw2QFYgOH36tO4wnTUJ0RK1HR5tPMzUDhR2rUh4TopT00Qqbrdb/sj0\nPkyv10sEQSj4oLU6StY+8ciRI2UNiesUe0aBtOyyt2PHDsfYo8/eYq/QFtkKe1r+Op2SksyKzArS\nSm9kFMvEjpw+fVrxPPX9WJi1nsXasqXTaRKJRCyZabDu9q263FeLVn7Onj1LfvSjHxV8hKU41KXP\nEQSBSJKkGaGRFdbE5tChQ5omPE1NTXIeM5kMOXnyZNGu0OwIz/OGdWOFPSPDa7vsGcXdscKeIAgy\ne5lMxjZ7xTZqWvnp7e3dYk9HitZhWtEJlLoSSlfAZ2ZmFDqM7du3w+/349GjR3j48CEePHhg+sxw\nOIyFhQXMzs7qPouQ1TACgiBgbm4OHMfJ+27N3svn82F+ft7UYsBOkiQJ3d3d6OjokN1iffDBB/jo\no49Kui81xwEgmxBls1nFnv54PI7JyUmF+UVNTQ0OHTqEf/u3f4PL5UJrayuuXLkCADh06BBu376N\nzz77DABkMxGndJZsWi/seb1eXLp0yfSZVthLJBIYGxtTrGDbYc/I008xaS3Zo7+tR/aK1mFa7ZXZ\n87SuoT2ClR4yFAqRI0eOyP/neZ5ks1nL05F8Pm/4uzpcKruXlj1OR5LsHl+6SqmOPGlUTurfkskk\nqampMR0dGU3VrNQLO10NBoPy6LqxsZHs27evIHyp1+vVfGZ3dzc5fvx40fuKixWn2KN6s2LZo9NG\nJ9hTl6Fd9tT1ape9QCCwpuwBkNljDdCDweC6Yq/oKblZ4RhB6HK5yJEjR8jTTz8tV7xaent7yZEj\nR8ixY8dk78f0mezw3OfzycphszzFYjHDfNkdztOKVTsNsAKSWqEej8dlnZreriPWIUIkEiHpdFr+\nzejDZZ+jnsrSRQe9hQdWT0Ydkvz0pz8l1dXVBeXl1GKDmTjFnl4jZpU9QHthohj27Jad0+zRxRTq\nwdwue1a9udtlj+f5dcVe0Q2mmQ2ckQwODmpWbjweJ6dOnSIDAwMkk8nIoTITiYSiULPZrGIlUs/b\njFrcbrdhfGtBEBQLAWwlvPrqq+S5555TnMuGE6DniqJoq+HluFVffuzIlILEwsX2sul0mni9XoVX\nGquitcpIleuxWIyIokj8fj9JJpMkFospRjrsexn5Lyw3tOVgD4Bt9jiOc4w9es56YC8ej1ecverq\napm9eDwus0fztF7YK7rBbG1tJUBhb07/rwVlfX29InYOew1111Tsi1gFV29EQAtba8TLKqATiQQJ\nBoNyD6v18RrtSWYlnU4bjgy9Xq8CjmQyWZC/SCRCqqqqLI101B+CVr7VH5z6fLrP3KpXnHIIZU8r\n/8WyV4oZSrHsqdU2TrFn5Ttymj0zHszYAwpneOuRPb02UYRJ4nkeuVxONvylymiqkI5EIgpFNI3n\nQZ2wHjlyBIFAACMjI7hw4QIaGxvx4YcfKu6/srICv9+PJ554AtPT04hEIhgfH8ef//xn+bze3l5M\nTk7qKtTZxHGc7l5ZqiCem5srMM5lDY9HRkYUcarVhuo031NTU0ilUnC5XJiYmMD4+Dh4nkcgEEAo\nFMLMzAzu3r2rq5j2+XxYXl6W36uqqgpjY2MKRbgkSZibm1NsQauurpbzvLi4CJfLBb/fD0EQMDo6\nargQsrKyIu8tpu+vPp8aWdN8lUu5bpScYm9hYQG///3vi2bP6/Witra2aPbUhu9OsffgwYOS2ANW\n671Y9uj3SMvd6/WasgdgQ7Cnm6yYFe3bt0+zFY7FYqSjo0MxRGZ1P0NDQ4phfkNDgzxcV/cq4XBY\n0RMKgkD6+/vJ008/TQ4fPmw4qtASjuM0o9yxorWdjhU6hTGa/rDvTqe4kUhEVtJrGQWzYraYIElS\ngQ1rPB6XDbqj0SipqqoiiURCd6qnJ+zUSWvhpJQpsVOyb98+TVOTSrJH9Yg+n8/SqKdS7LFSDHtm\n35IWey6XS2YvFArJ7LH53AzsFW1W9N2/6OzsRH9/vxxlb3l5Ge+88w4+//xzhQmEKIqIRCKIxWL4\n8ssvFb0H7b3Vz7SyyR/43nGA1+s13C5HUyKRwOLioq5zBK/XKwdAo2nXrl0AILuxp55azHpNvV7Q\nqHdke9ne3l50d3fL2wvfeOMNxGIxjI2NKZ5N88N0apbzo3XMaOsh9SjjVETFYhLHcfD7/XjhhRcg\niqsTosXFxTVjL5FIyCNIo7q1wp7b7VaM3DYCe5OTk6aekqyyFwqFFN6i2LTW7BVtVkSF7a30DIH1\nel+qcNYz+NbqbY16KSPdDXudKIqyo1EtvQo1EfL7/aS6urpgFS8cDhftrNaK0FHNzp07SU9PT8Fo\nVR03nV1ht5InK3kLBoO65znpqLZUUefRDntGfigrwZ7euW63uyT2SpG1Yo89brSTa63ZK3rRx474\n/f6CXQLDw8Okurpa0xMJlVAoJBeOlUKyumhk9pHRiqHTH2qHWIqj1lgsRpqamkgoFLI0rRAEgdTV\n1RUcV9ukxeNxXZs9o/ezcp7RfmwnPQ+VU4zYoztsnGDPTmgIK3WzluwBqDh7WnnW+20t2St7g5lI\nJOSGjOd5EggEbFU4tUm0orPx+/3yyp5ZRaXTaXL+/Hnd3zmOk+3L2FGI2ZYutbS2tir0Paz9mh5U\nWvcOh8MFx62Gf1VfJ0kSqampIdu2bTPVqbEro0b2nOtRzNgz09XZYY/jOMtG1JQ9ow9/s7Cnlo3O\nXtkbTI7jCvakailz9YQO91m49K6RJMkS3K+99hrp7+83VNbr9cRakFO1BFuJmUxGAWgymbQMmXrU\nE4lENEd/dnpvj8dDMplMQfm4XC6SyWRIW1ub5nU8z2t6wuE4rui985USM/b0PN8Uwx5grWFl2dPb\nm61Xrkbsqb+pjcae1rSemnytJ/YqMiU3KlyjWDrqXsXKvdX2j+zvw8PD5IUXXlAc6+3tlf9+9dVX\nycDAAAH0p2FWpgNq7zS1tbXy/az2jBSKaDRacI2V+ENq8NgPIZlMahpRNzQ0aMY60WtY1nuDacae\nVSsHvTpTNy522WPtQqnRPGCvs9Zij+WjGPZo3TrBHp2pmbGXSCQ02dMri03dYAKQvTAXI7TCfT5f\ngSmJ+oPQgurMmTO6MYx5nie5XM7S6MBMf0R3gQCr+h6tXt1qz0yV6ez5Ho/H0B2ekehtMIhEIiSb\nzSp+j8fjBc/RKp9yuhRzUsrFnlrssgdAkz2txsCMPY7jFFPYUtjz+Xxryp56qr6e2CvJrMhOam9v\nx/j4OO7cuYOWlhZIkoRgMIhAIID3339fN/4H8L03lng8Dq/Xi76+PgDA+Pg43nzzTYVZgiAIIIRg\nZWUFzzzzDBYWFvDnP/9Z1wu0llmDXpwir9era6TMeo8PBoOYn5/XDQhmlgefz4eFhQVFfBYaXMqK\nqYvd5wGrpiEcx8nvEA6HEYlEZONwjuMQDAZlcw+OW7WuWDeGwwZJj71QKIS//vWvRbP37rvvKrhy\nij16DzaZscfzPEZGRhAMBiFJkuVIBlrscRynMCmrBHtut1sROI3dmLCe2CvZrMiKSJJEeJ4nAwMD\npL+/X7NnVg/12V6H/tbY2KhYldObNomiSM6dO2d7+kDvozfcV0/T6fMzmYw8ukilUiUppOPxuKZe\ntRI+Jt1ud0HsZ3a1lHX8ulFkLdh75plnttizKYIgbAj2KjLCZEds6XQau3fvlnsJALh58ybm5uYM\nfe21tbXh22+/teT3Tx0ryMhQl000WiCNzcMmaqCs7vlTqZQcEyWZTOLBgwe2tmyx59ItfeqRKb1v\nuRKn8vsZCoUwNzenOUKmUQ43ygjTiD2O43Djxg3Mzc3hiy++0B3B2WUPgMyfHRYAFM0eNbQvlj1R\nFMHz/Lpgz+PxaG5hXg/slX2EqWXPpTZi5XmecBxHtm/fTgYHB+UVM0EQSCKRIMPDw5Z7l6NHj5Lu\n7m7N55kJ7Z219CNsz0fvx444itXv0Ou1RiSJREKhF3PClMKOTWYoFCLZbLbAVKsUo/xKih32QqGQ\nbfbU5VAKe7Se14o9rcWd9cCe2nXjWrNX9kWfaDSqufqlV4iRSIQMDQ3J5gwdHR2W7NuOHDlCDh06\nZNs+TKsCtI5RQNXgpNNpQ6eq7Pn0b/aY3+/XXIVOJpO2IDWzp1NPI+0Ke2054/U4KZVk74UXXtAN\nqmaFDdpQrwf2vF5vSexp/b5Z2KvIlLyxsRHXrl1jr199iMn0QRAEOYC72fDb7/djdnZWMW3Rur/X\n6wWAgukX3TtdruE+nRqyeRIEAW63u2Cqx07Ljh49ilwuh/HxcfzhD38wXKBgpzcbZcpc7mSVPXXo\nB7vsqffdb2T2aLhpO+wB35chz4Qz3mxJb0ruuA6TuoNS3Ue3UPVWqrWS1+sFIQTz8/O69+vt7cWV\nK1ewsLCA1tZWzM3N4fr16xgYGMB7771nmCe3241IJILFxUU5drTX65X1PjTxPA+/349QKITa2lp5\n9fL69ev4/e9/r7hnPB6XnRjQ53EcB5/Ph+npaTQ1NcHj8eDq1avy716vF11dXYr8mqVIJIJt27Yh\nnU4jHA5DFEWF/nh5eRnz8/OYnZ3F5OQk5ubmMD09jenp6YL64nledhO2vLwsx1RZz6lS7BnF4tZj\nb3BwEG+//bZhnqyyRwhBKBRCKBRCNBpFXV2dLfYAZcPf2dnpCHvZbBYtLS2m7M3Pz2NiYgLT09OY\nn5/H1NSU4l7rhb2KNJjAaoH39PTgs88+0zV58Hg86OjoQCaTweLiIn73u98Z5UGuzFgshunpaSws\nLGh+BDTYPbAKwscffwxgNaDVrVu3UF9fL/tDVI80nErbt2+XK9nIuwv9CBobG/Hll18W/G7kRefJ\nJ59EXV0d3G43AGB+fh6PHj3CxYsXcePGDadfacMkK+wBqw1bsewtLi5qcmPE3tWrV9Hd3b3u2IvH\n4xgZGbHF3rZt27Br164C9m7cuIGLFy86/UprlirWYAKrDWJfXx+i0Sju37+PkZERCIKAWCyGeDwO\njuPw0Ucf4caNGxBFUY7eaJYaGhrw9ddfazaWbrcbvb29uHDhgnysqakJy8vLuH79OlZWVgrsJtU9\nfV1dHURRxKFDhwAA169fxzfffIODBw9iZWUFly9fxtjYGIaGhjA3N4cPPvgAs7OzaGhowP379+XV\nf0EQEIlE8PDhQ8X9PR4PQqGQvDJo9OHQCH7s9S+++CJmZ2fxX//1X4bllM/ncefOHRw+fBjxeBxu\ntxtvvvkmdu/eDQAYGxvDe++9h0OHDkEURUxOTuLChQvI5/Pwer1YXFzEjRs3cOTIEVy4cAG3bt1S\nOLhdz0mLPWB1FZiWxd///veKskcIQSAQcIS9J554ArOzs/jggw9w8+ZN9Pf322Lv4cOHWFpaKpq9\nK1euKFQf6mTGnsfjwW9+85sC9jKZDMLh8LphryJ2mIDS0YFaCay3YJFMJk09EHV2dhruCY7H4/L2\nrB07dpChoaGCe3o8HsOoflqrrWpRK9PVq52pVEpztZXazrGrtmbPYldNOzo65L+PHDlCXnnlFVJV\nVUV2795NampqSDweJ1VVVQqXWUYKeGq3SP+v3uPLOoAIBoOWHTevpZSLPcB4P/pasadeqLLCHqfy\nhWCXPY/HI7PX2dkps0e/hWLZY/lbD+yVfZWcFtDRo0cLwNAz/qXS2dlpWok7duywBTTHcSQQCJCG\nhgbS0dFBmpubSSKR0HRiAKwa7bJBr2jFqc9T+wJlf9fbA2zmXVtPqHEx/TBSqRTp7u5WfCgsXEaW\nA+r3UDf09FmsZ3v6txU/iGsp5Wbv6NGjJbHX2toqs8d2mqWyxzaOxbBn5KpOjz32XVkzNDthebXY\nYz0TrQf2yt5gUnG5XGTHjh2auy30xGyHwcmTJw0rgo16aCZ6H0coFCIej0ex00LtRNXtduteH4/H\nNXdvUFdjej2unj9A1nsMtd2kQbjox6QOe1pKT6wembAf03pxIrxW7GnZP25U9th76NmdGrHn8/lk\n9tjrS2nY1iN7FWswWZiGh4cVPV88HictLS2ko6ODbNu2zXRb2fnz50ljY6PpCEAv5rlR3tSiFf1R\nDaFW5WlFyaPxnO3Y6VGXdbS3ZT9C2qjSBpH+pv5QSzE6Vr+besSy3n1iWmWvs7Nz07CnZYhebvZY\ng3/2vFK8Cq1H9ipih6lOgUAA0WhUVrC73W4sLCzItocejwcAsHv3btm2sqWlBcFgECMjI/jP//xP\n09XEYmJ/sBv+aVKvDGqZfqiPVVVVFWzt6ujoQG1tLa5duyZHLzTKu5njDqqcj0ajmJiYUHdojiX1\nu6lNbrTedT0nlj1g1ZTGafYA+yveWnFsimWPLuDQVAn2qM2qXj6LSeuRvbKvkre3tyOZTOLvf/+7\nwrjX5XLJkGo9q6mpCRzHIRAIYHFxEV9//bUl42B1sgNub28vvvrqK3n1jTUEt5oikYhsZsKmtrY2\nfPbZZ5bzagVc4HsvNlp7kJ1MemVtFCxtrZMZe3rsrAV7iUQCy8vLjrCnXsm2wh71owCsmh5ZWYF+\nHNlzdJX86NGjZP/+/fL/WUe6Pp+vIPhTuYbUbrfbMCaInoiiSLq7u+WhP1Va9/T0kOHhYdmv4unT\np8lrr71GXnrpJfladirHTnu0nKXqSSAQKPAPuF6FhnxY63xQ2bt377phTy/8tNl1pbCnFVvHDnv0\n/C32jMWxKXkymcTIyAh4nkdHR4em5yGPxwNCCJaXlxGJRAD8//bO/DmK4+zj37n2vm/dEitACCGQ\nBIjLAiy7IDZgV5xKVZxKpZz/LfnRlThJVcq5HDu8xtgBFwgMmMMcsgRG94HEStvvD3I3Pb0zszO7\no9WC96nqQuzO0dPz2T6efg4wezhgw8j3wIEDCIfDmJ6exldffWVah3Kyfft23fLDrvdGOBzGm2++\niQ8//JDV2efzMbew999/H3/4wx/Y8UNDQ/jf//7nyDtElHQ6jV27dkHTNMzNzSGVSmFpaQnnz59H\nPB5HoVAwTTvqpng8HkQiEaytrcHr9cLj8TDbt0AgAFmWsb6+jpWVFaysrGBsbAxTU1ObXq9ykk6n\nsbCwgEKh4Ii9qakp3czl8OHDrrDn8/lK4mQ6Ye/8+fN4/PixI/ZErx27QtmLRCKYnJxEKpWCz+fD\nRx99VFP2gI1Z9traGntHDx8+xJ49e5DP5+uGPVeW5DTsEhW/3494PI7vv/+eHq97mSMjI5iZmYGq\nqnj48CGePn2KbDaLfD6Pb775BjMzM0gkEnj27BkURUEmk8HKygq7npmIS6Bdu3YhHA6zfM52RVEU\n/OpXv8Knn36KBw8eANgIonrw4EF88sknADZChc3NzZX44oZCIRw/fpx5TciyDFVVdfpFvj2KxSKe\nPn3Knpvqg+gxu3btQiqVQiQSYf7NxWIR169fh9frZctHSZKgKAoKhQK7H98WhBDm48sv9QqFAvP6\nWF5ehiRJKBQKWFlZgc/ng9frxX/+8x/DdgqHw1hcXHRdb+pE+JBf5Ee3QbvsAcDly5eRzWbR09OD\nK1euVMyeKNWwd+LECXz77bcVs6eqKvPprhV7fA54fnCg9yrH3srKCggh7DPq615v7LmyJI/H48wM\ngy4JaFgmvnR3d5ORkZESI9nBwUHS399fsoMXjUbJ4cOHSXd3N+nr62M5T8QSDAZJLBYjsViMJBKJ\nErvDffv2kR07dlhOtcU0Bh6Ph4yOjrLn4s+ndmaBQIBomsZMK2KxGBkcHNz0EFSSJNUs1WgymTTd\nOa5E7eF2cYs9cUfWKXvxeNw19gA4Zo8+y6vG3sjISF2x55pZkagvURSFxGIxkkwmycmTJ0lHR4eh\nUbeiKMwEQ/R2McqhkslkbOtZ/H6/aXguI7BE2CVJIh6Ph+lL/H6/YW6VcDhMkslkxalHjQo14zCq\nJ7V3qwUg8o/52V977bWS78plXaxVaW1t1WVJtMse8ML8Rwx/Zoc9K5MZp+yJKXCdsidmx6y21At7\nkiTVFXuudZiSJJHjx4/rPqMzE95aXyx0pDACmhqq0s9aW1vJ6Oio7vxAIEBisRgJBoPE6/WSUChk\nmMBLlmVDI9pEIkFaWlpIIBAgPp/P9EWYGeC+8cYbOu8DI2+hSoqd69Qyc56maboMm7lcrm4M1yVJ\nIoODg47Z48+vhD3aMQeDQaJpGmOPbxcr9vx+P2NPkqSq2Ovs7HSNPbEtGuy9KK50mLz1/6FDh9jn\nZh4m/MswMs7VNI309fXpPtuxYwcZGRnRwe/3+01HO9qB8uACGz8gOvr7/f4Sv2KzOu/cubPks/7+\nfvb3/v37XX0xoqGwUdlMX1qjH4yqquyZjdpjKwrf2Tllz2hp6YQ9MxdC0QfajD3x/VbDHl83NzrN\nBnvGxdUOk45wR44cYd8Z6ZPEhuD/bzQbGB4eLvGcoO5d5R4wHA6zl+9E95JOp5nvKp2xnj59mnR0\ndJB33nmH6VYGBwdL0oK6UezMjIwGm1oUcTa3lUUc8JywJ65EtpI9/nqxWGxL2TNrC778VNlzbUnO\nF0VRdODSUm7JYPSSRkZGdFFRgI0RvNwIyN+Lnwnwdm5G53m9Xqa/EoMaAPpgH3v27GERadx+MWYz\nTP5eTtzv3CzxeLzu7PVouzhhj+/EjN7hVrHHR+3ZCvZoO5q1MfDTZc9VHabRw1XTuKdOnSLbt2/X\nfVbpxoqdJUQ8HmdK9nIv5e2337YV/qvSIu7miiWVSm2JHmdgYMDynW9FeRXYA+znq9ls9gBr/n/K\n7Jn1ia64Rvp8PmSzWdy/fx/xeByJRAKhUAihUAherxeKougS19MAps+fP8e9e/fw6NEjdi2/34/V\n1VUUi0XEYjF4vV48fvzYrH4l9lmyLDN/VyO3w1AoxOzaaE4ceg1VVXH69GnMzs7i7t27jm3yKhEr\n17iOjg6srq7qEt/XQo4dO4arV69ibm6upvetROywR21laRsXi8WK2aO8VMoeTUFRD+zROjfYKxVX\n7DCNih0ltDiK0eO8Xm/JqCy6fkk/xnmMRqO2Rxs+M5+4I2onDBW/seDmjqTTshVKb6sNsXordtkz\n+s4Je5lMpsFeDUo9sbepM8xUKqVzfbQj4ujKR10xEq/Xi1AoBEVRLCOX0OvSkZO/Dw0iYCSxWAyL\ni4usHnYDE7gtIyMjCIfDuHnzJm7fvl3z+9N3YTSDqkepBXuyLCMej0NRFMzNzbHgFWbXbbBXmdQT\ne5s2w6TlyJEjJJFIkL6+PvLGG2+wEcrKjquzs5N9X06XJ5ZgMEiy2azt5Pa8LubXv/61TklP7eJE\nBbhVSoFyxanCmm+HamcW1Zxbb5s8dspWsWdX18m/j/fee6/Bnkv13syyqTPMgYEBljGupaUF4+Pj\nLOmZpmnsuEwmg0AgAEIILl68iGQyiVQqhevXr7NjyoWQ2r17N+7fv8982r1eLwKBADweDwBgbm7O\nMG0sHbVEfU00GsXc3BwkSWKO/3xdAGDHjh345ptvHGf6Gx4eRjabxQ8//IDPP//c0blOpLu7G52d\nnfjkk0/KzpbKSTXBRbZC7LCXzWZBCEEgEEAkEsHf//73itnz+Xz43//+B2BjRhQOh8uyR3WeIj/0\nfq8Ce2NjY1WeV7q/AAAgAElEQVTrO+uJPbMZZtUdZiQSQaFQwLNnz1hwVNo5UYBlWUY0GmXLjHA4\nDL/fjydPnhgGB43FYixaCRXq7E/rawS39GNsQ7/fz/IbAxupQGnEE3G5w78ks/Sifr+fBQ2oZLkQ\niURw8OBBBIPBkh8HjT7z/PlzPH36FJcuXUI6ncbOnTsBbEQW0jQNgUCg5LrFYhHj4+OYnJzEkydP\ndJsMlS5rnAbE3Uqxy14gEGADrCRJSKfTjtij51XKHs3gKLLHBxOuFXt8x00ZrJS92dlZ3LlzB0+e\nPNHFHX0V2NuUJXkikdCZPYgJl/ipvlHQAzoFb2trKzGKBzYMgkUTDEVRSDweN5z6G03pJROfWKNs\ndHyAA/Ge5drCqthZptBjNE1zZHhv5O73UyhO2BPbq9bsie/zVWHPyIb0VSmbYrje1dXFGiudTus6\nxVAopGtIfoeQgkQhz2Qy7EUZ6Z1UVSVNTU1VOeInEglWh2w2a5kxT4SiVkEIAPNgCLUs9eI7blWc\nsGfUxrVkLxQKMfai0WiDPZNnBeqHPbM+cWPdYFMk6cUsNZfLYWJiQrfbyOsfQqGQblq+vr7O8qhQ\nXSLdbZyenkY0GjW9r6IomJiYQKFQQCqVQjqdNjyOLoOM6j09PY1isYhgMIjHjx+zHctoNIp0Os3i\nJhpdr5Z6FV7tUEvh205RlJrfv5xUwx7wIocPgKrYa2pqMjzOir3FxUXG3tzcHGNPVdUGe6h/9ngp\nfVMWIjYm1fOEw2HMz8/r9A80SC09Z21tTQctIQTPnj2DJEks+rIsy4abFvS6y8vLWF5ehqqqiMVi\nWFhY0G3kmOk/aB2o0TCwsQGlaRpmZ2exuLjIgpnygPp8PlMTkldNaNt5vV5omlaiw9tqqYY9AKxT\nop9Xyh4Axh49nz/OrN5G7D1//hzT09MN9uqcPZ1UsiRvbW3VTd3FwLORSMRwKSHmH5akFwngadg1\n8Rwx97Z4PrCxbAqFQszAPRQKEUVRWJzCcDhMcrkcyWazlrELab5v/vOhoaGyywSjZYzV0ob/TjTj\n4NuNN3dxY6lU7hoffPBBiZtgPZZ6YU+W5ZeOPfG4emHv3XffrSv2XDUrEnf0xNwmyWTSMA+HkdkA\nn8VOTIEBlO6Oi9+JswK6E0gIYefSlA78MeL1jEw76Oevv/462traMDY2VjYHDF06VrqrWWvp6enB\n4cOHMTU1hT//+c91X++mpiZMTEyw/79s7BnJT5U9APjggw8wNTWFf/7zn1haWqqbertqVmRmL0Uf\n1syrwchsgLdFCwQCJek0rdLQ8ucadYD0M6P6Gi3ZqH+7kciyjHQ6jT179uDOnTuYmZlBJpPBrVu3\nDI+vVH73u99B0zRMTU3h+vXrmJ6eds2fNxqNorm5GRMTEzh16hTW1tbw+eef6/SB9S5m5jc/FfYC\ngQA+/fTTl5a927dv4+c//znW1tZw+/ZtXLlypS7Zc63DFF3RqOE3Fap7Mbqu2ehBPxft22jADk5F\noDvHyBiYP5fqpozOF+tDjY8ptPwmA4CS88Xc4uFwGLFYDJlMBqFQCIFAAKFQiB1LyIvkZPR6Fy5c\nQC6XQy6Xw/j4OC5fvsxmPPz9wuEwVFVFa2srCCHweDxQFAWapsHj8bAkWPxGQaFQwOLiIpaWljA3\nN4fJyUlWXys3PaO2qRdJpVK6DJAN9qpjb2ZmBidPnnTEnqqq0DQNmqZBVVVdKRaLZdmzk9u8Hthz\nzQ7TKC0E/3+rMFtmegyqPxJ1T1Y6pHKh8+l5RvlRjOoUiUQcheO368ZlZidJ9Ud2ArTSlBh261au\n1NJUxc3yqrHH13sr2LMTEs9t9mqZ8qKa4opZEYCSZYO4k2flmmc0asTjcd3Ix4uV5b/dEchqJsBf\nR1EUR26Fds0fzOpJXwDNRW0lbpt71Is3hVN51dijslXsGak2RHGbvXo3GyonjjrMcDhckiNZ1M84\n9WWemZlh4ItwWcFm9R1NeA+AKcCtpJIlAI1GU07KHWNkgydKtf7homz1cqcSabCnv78b7FFVgJW4\nzd7Lbiplq8M0a3ijnT03DW3NQDKrD79LCKAkub2ZBAIBR7OuoaEh3chrBabRDIY/vpw+x0yoHs3O\ncS+z1Bt7ZlIr9vbu3VsVe7yReKWd10+FPSOx1WHSBqex6oAXyw3Rw6EctGYeEU6EV2Ab1ZPW0a4z\nvxMjYVVVMTY2ht7eXmzbtk13XzPh61OpQjsSiej+b+fHaAb2vn37HN9/q8Rt9tz4EW8le3fv3q2K\nvUrUMW6yl81mHd+/nsTRLjm/w6VpGjo6OnDnzh1bHQC1NZNl2dasyqpjsYKR35nk7eys7tPS0qJL\nVWAlopmIqqrI5XJoamqCLMu4f/9+WVOM/fv3w+PxoFAo4Nq1ayVLTVFoVJuOjg40NTXhwoULturK\ny/DwMAghePz4Me7fv+/4/K2WatgDwFJVrK2t2fqxW61urLh0wh4AtLa2OmKPRrei92tubnbEXj6f\nRzabRaFQwOTkJB4+fGh5vMjegwcPHKfP4Nl78ODBS6EScsWsiO8sZFmGpmk6KOxEr95s4W3n7MTX\ni0ajkGXZdoRr+oPhfzii3V00GkUkEkE0GmVLs9XVVSwvL2NhYUFnllVuxinLconxcyaTQUtLC/x+\nv27Zxc+4JGkjt8z8/Dy+//57zM7O1lX4LKfiFnvVmqxYne+UPcBZdHU32JudnWXtVI4HI/b8fj96\nenpYGDuqHuBnlFbs1YPJkB2pusMsZ3sG2LOxKie0QcvNIsvZwNkd4bu7u10Lx897ejiBws7z2Lm3\nqCc1+lG9LMCKUu7HbZc9O7PHWrFnZoRfiWw1ewDK8vYysWfWYToKvlFudmJHP2QXJquGNTIkpqMc\nPwuxI3xdQqEQisUiBgYGcP78eVvn0/vTelUChMfjMQw4YLSxwX9H34cRiPz/+SWc2TscHBxEPB6H\nx+OBx+PBn/70J8fPsZlSL+wZ3bdS9rLZLOswf+rsdXR0YGVlpS7Z04ldw3U7xs52jFLLZc6jRrmV\n5PegARaCwaBpfXkj3Ewmw/6mRrxWz7AZBt+Kopje0yrwgiQETnBqXEzbt7Ozk/T09BBgI2bokSNH\nXH/GaoudZ6sVe2Z1scsePT+TyZCWlhYCbB17VvesBXuapjH2ANQVe6Z9ot0O006xE/zTTqrRSl4C\nDcoqy7Jlqk7+xzA8PFy2DmYpgt0qqqqWRNLhv6v0unYizUiSRHK5XMnnHo+HdHR0vFTR3LeCPXqc\nE/boOcPDw5adYC3Yo+/a6PNasJdIJAzrUw/smfWJjpbk5cROiky7tnJOlhe8YtpKL8TrYPfv34+7\nd+/qvv/FL36BQCDAlg90Z+/ixYtob2/HlStX4PF4MDAwwJTrhBBcvXoVt27d0tng2d2AWFtbM/V+\nqHSDhn9OI3s9+lk0GmW7qrFYDEtLSzhx4gSWlpbwf//3fyXHb5XY2azaCvYIIVWxx9fHLnvbt29H\nS0sLIpEIvF4vvvzyy4rZI4SYtkkt2Juengawwd78/DxGR0frjr0SsTvDdNLTWx1rNHLxx//yl78k\nb7zxhu17+P1+NlJrmkZUVS1b123btrFRsKenx9Zounv3brJv3z5bzxwIBLYsIb30Y86a9957j+za\ntUv3XTabJWfOnCGxWIy8/fbbrC3MrrVnz54teQaxOFmO1pI9vm522QNezMBaWlp+cuy1trYy9qxW\nBVvNXk2W5HaKFfzhcJjIsky6uroMf8hGMPLAmQWysIK4ra2NvP/+++TcuXMsb4skScTr9ZK3337b\nMOirx+MhmUyGvP7667p7KIpCcrlcSTAFN5YVdnRGXq+XtLa2ktOnT1te6+zZs4afnzx5kvzmN78h\nv/3tb8ng4CABNnLQnDlzxvZydjOKW/d2mz0++Ecl7AFwzF4kEmHs8Uvfl4U9syDBnZ2ddcXeS9Fh\nptNp9kKOHj1qeAyNLqNpmi6rXyKR0I1Y5TaNxHoEg0Fy9uzZEr3Ku+++q9OpABuz0oMHD+oAUhSF\nnDhxwhQ0s/oYzQbsQG50jMfjIQcOHCg5jh7r8/nIqVOnSr73+Xzk3LlzpLOzU/fd2bNnyTvvvGM7\naVclz2GnuDVjehXYA8DY469nlz3+c6MZXqXsAbDFXmtrqyF7Yv23mr2qO0w3evlyDy+mSt25cyf5\n4IMPdDtpYl18Ph+JxWJMSe5UYS/+3dXVRQ4dOqQ7NhaLkY6ODtLc3EyOHTum++748ePkxIkTpK2t\njQAgu3btKgFHLLlcjgwPDxNVVUkymbQM8eb1eklfXx9RVbVsx8Fv4PT19ZHdu3cTYOMHtXv37pLn\nAkB27NjBRnQefHFpyv/IK7FgqKaI6W63kj0xpFyt2eNDsvX29jpmDwBjDzCfGTtlj2fCLns+n69u\n2TPrE20brtsJOltOAoGAYYIqYEOxHwgEsLi4WOL/unfvXuzZswfXr1/HxYsXHd2Tt5MTDWjNjGq7\nuroAAPfu3WPX4VMjHD16FMViEZ9//rnpfQcHB5FIJLC+vq7zcJiamsLY2BgAfZvGYjHMzs6W1Km1\ntRUPHz7E7t27ce3aNaRSKfT09GBxcRHz8/NQFAWhUAhra2u4evVqScoG6gfc3d2NS5cusXalAAwM\nDODy5cvs+AMHDmBhYQE3btwoaUN6Lv88otHyZoib7BlJOfb27t2LsbExV9gTvxP/Lsdef38/gsFg\nxexdv34dxWIRfr8fiUQC4+PjjtjbsWMHlpeXMT8/D0IIYrEY1tbWcPPmTciyXJY9/nn7+/tx5coV\n9rlT9sTv3RRSracP9SmtRsSI2Pzup6Io8Pl8JWkCqKiqiu7ubgwNDcHr9WJ8fBxff/01Hj9+zI6x\ninDtVHbu3In79++bZrALBoPIZDLYtWsXMpkMVlZW8Nlnn2Hbtm24cOGCpddJf38/otEoPvvsM7S3\nt+PBgweWdWlqasLk5CQOHTqE+/fvW/ryejwetLS0IJ/P4+LFi1heXsapU6fw17/+FcAGYPl8Hslk\nknXctM27u7shSRK+/fZby/rUWsRBoNJrVMoesJH7aGhoCMFgEPfv38fXX3+NqakpnZthrdlbW1vD\n6OioI/ZyuRy2b9+Ozz77zFZd7LLn8/lQLBbLshcOh7Fr1y6MjY0hkUgwX3ZN09DZ2Vk37FXdYfIm\nE2KvbneWIbqv8efl83ncvXvXEXCyLOPAgQPIZrP4+OOPHf+o6I/G7/ejo6MDkUgEY2NjhjORZDKJ\nhYUFXRoBv9+vmzHzrmSqqqKzsxOEEF3Ift7TpKWlBePj447qDGx4rKTTaYRCITx//hxPnz7F/Pw8\n8vk87ty5Y3renj17oKqqbkZJRZIkJJNJ5udezchNzy3nEVKJiCZGW8lee3s7+vv7a8oerbff78fq\n6iozQbLLHn0PlbIn/RishqbA+P777zE/P49gMGg54FD2FhcXSzpFSZKQzWaZiVs9sGfWYdrWYQaD\nwYo8IPjv+d07XuGsaZpOGVyuuGnUOjw8THp7e3WftbS0EFmWyb59+0rSr/KbPU7aQ6wz1TfafQa6\ni1qubNu2Tbd509zcTAYHB0k6nWa6QK/XS/L5vOlGRVNTU4lZyFYWp21tVNxiz8k9y5XOzk7H7AUC\nAV2K32rYs1vcZC8UCr0U7FW16UN3u5qamkxhKWdPRu3UjKDt6uoyzdm8mRDznXhTUxM5efIkkSSJ\npNNptrnT3NxM9u7dS44fP056e3uJoiiW9zFT/vOKazteKXaey+w+qqqSlpYWEo1GSVNTE5FlWZf3\nmr5HWhKJBDl69Cg5cOCAbkNtcHCw4vfi1g65WOdK2BOPqRf26EaUE/bE9+aUPbeei98Bd8KeuIFH\n2Tt27FhdseeKWVEymTRt/HLQ8g0lNrb4AxYfXLxna2sraW9vJ5FIpGYJvcxmtfF4nOzbt69sJ1rp\nC+a/cwqQlWVDU1MTGRgYIF1dXWyXNRQKkSNHjpB4PK6zRazFzmQ5yKthz+peTtlTFIWxVwvu+LoY\nzRydsic+z1ay19LSwtgDUFfsudJh+nw+kk6nHTeQ2ODhcJhVUlVV27ZWHo/H8VLWaanEq4SfdTqp\nlwiDGRziNbdt20YSiQSRZZnk83lWOjs7TU0wzDoGYMMY2sivXtM0kkgkSCaTIbIs19ycyC32RH/p\natjjB3u32+NlYC+XyzH2crmcjj+n7EmSxNgTZ55bzV7VZkVUurq6dCYPVKFaLnQW/z2fT9puPMqm\npibMzc1hZWWlROlfjYI4m80iFAqx3N7r6+ssp/Tt27cRCoXQ3d2NGzdumJqlRKNRtLe3IxgMsmjo\n1N93eXkZi4uLmJqaYsdbKaTLPc/BgwcxMTGBaDSKUCjE7qcoClRVRSAQQCKRwJ07d9h9ZFmGz+fT\n1d/oPnv37mWbe3fv3tXFQM1kMgCAJ0+emG7+WbUzAHZsOp1GLBZjn9+6davsNYDK2eM3JHhfayex\nUAOBQAl71YgkSfB4PGhra6spe1bvzA57MzMz8Hq9CIVC+OKLL9iGE7BhSVMpe8FgEAMDAzVlT1VV\nXL9+3fC8qjd9aDGKMAKDURzC6KRpGhsl+NmmmauUWCr1SjArVH9pZbjb09NDBgYGSCgUIp2dnWTn\nzp2mIzVVjPt8PtLZ2Vkyc/H5fGR4eFin0HZSf1VVSU9Pj242JctyiXcOvS4/Gys3c5FlmQwPDxO/\n38/8gY0MoCVJIm1tbbp34cZM3+7yNpFIGM4Iy7EXiUTYe+LbxS57yWSy5LpusGe12WSHPVoHJ+zZ\niSRkl718Pu8ae21tbY7Zc6OYsefKkpxWnMbx46fJlYSD2rdvn61liMfjcX0J7vF4dJ2/OOXv6+sr\nAUvTNNLV1VUCLC387qO4s0t1NYqisB1QJ88kLrf5dhe9VKjyPxaLEZ/Px7wujEpTU5PhkklVVRIO\nh3U6JnrteDxOYrGYYRs4LWabAWbHdnd3O2aP71Cpp44T9tzkTpIkxp7Z0n4z2evq6nKNPaDUQ8oJ\ne5Q/8XlqxR4tRuy51mECKHEXA6z1SPyokEqlCLCxA2jHvIEGRTD73qlugzZyPB5nPwZx1tDV1cXM\nN8T7iK5xtPj9fqabFesk6t48Hg/p6emx7U4ny7LpfQGYdvxm5/D3FKEUCz8D588TZ3uVwkvPs+t6\nazTDLMce7VDdZq+SnfFq2RNNjZyyB4CxZ+e34zZ7fDFaHdWSPVpfI35c7TA1TSuxH+PNJMQHoSMC\nD+3+/fttPZQIVrWNRK9ptutHfdPNYDL73GppT5+ZL9FolLS3t9u6drklq8fjMXzpHo+n7BKG/95s\nFmH0o1MUxbZ9np135WTD42VmDzDfcbbDnpFKrFL2jDrlWrLH183s/lbs2XkPlbLn6pIc2IggMzAw\noPucb1y+onTKS39g+/fvtzW6GU2VJUki8Xic7NixQ5diwkmxGv14fRW9n9jodJSnzyCew5dAIGDa\nGcRiMd1ykm8T/m8a4MHqmYzANupI+NLU1GQLKKNZDbAxMjvtPNywCayGvXw+XxV7qqoy9ip5FqvZ\nsB32KC9usMefa5c9o/ddKXt22suKPacBgazel6h6MesT7WVr4oTuNi0vL2N6ehqxWIx9zkd6psf5\n/X62Qzk3N4doNIqbN2/a2m2kbofi/Z8/f46lpSWk02mMjo5i3759SCaTtp/ByteW7t4DwOjoKAKB\nQMluHP0/fYaFhQXTJFxWmfdmZ2ehqipaW1tx/Phx5m7W29uLbdu2AQBLJyvWgb+fJEm6XWJ+Z9Dq\nWWdmZmztNJpdY3V1FZqmlT1frFMqlbKVtEwUN9iLRCKO2ZN/TGpGCIGqqoy9EydOOGbPLLo+rSMV\nM/Zondxgb3193TF7hBDX2LMjtWLPrvWDY7MicTufRrsRt++pJBIJFore7/fj4MGD+O9//2srXYCd\n1ATARm7ntrY2JBIJlou5WCxiZmYGz549w8LCAp49e4a1tTUsLi5CURTDMP78/QKBAAqFAnp6enDt\n2jVdPXjTFE3TsLa2Ztrx8LmqjZ6J93FubW1FOp1mvt49PT3MN5weQ9t/YGAADx48YCYjZqkJaNQd\nsb0VRYEsy7q60x9YJpPBkydPTNuGF7P0tiIn7e3tzL/5iy++YMEq7GRxNLtmJexduHDB1j3dZG91\ndRXPnz/H4uIivF6vaZZGO+w5MUMzYg940TnwUaC2gj3Rt58Q4og9M3OyStgT72FmVuS4wxQfhBCC\n4eFhZgNmFtWop6cHkUjEUYgsM3tFsx+IyTOwUbHc8UYhwLxeL/x+P2ZnZw3PEaEUhXZC0WgUgUAA\nk5OTunpomoZ8Po/nz5/ju+++gyzLOHjwIHp6evDxxx9jcnISxWJR9zITiQTm5+d1n5s9n9nnfr8f\nKysrJd8lk0kUi0Wsr6/r3qPZc3q9XiiKgv7+fvj9fl17FwoFzM7OYmJiggX14J/baqApJ07Y0zQN\nAwMDFbMnihMbQPE4s+tWwl45KccesPG7dMKe1+tlYeN49oDS3+Nms6dpGjRNQ39/PwKBAKuDG+yZ\ndZgVbfqIJRAIWOokJEkiQ0NDrpkBpNNpplB+/fXXyWuvvWZbJ2JVzExIjDY3aHY7O3Zm9G8jfZNo\nEkPbSFEUMjAwYJg50KmbmiRJLLjssWPHmGmL0XHxeNwwsIPZczq1Ukin00RV1aqyEjplr7+/3zX2\n/H4/Y6+3t9cxe2btuBXsmblJWrFXSRwEnr1EImH6rE7Zc1qcsGfWJ1Y1w+QlmUxibm4O27Ztg6qq\n9HwUCgWWndFONju70tnZidnZ2ZLR99ixY0wfw+t7JiYmdMFKjYRfXvJLAytdkN2lm5WYLbO8Xi+K\nxWLJktdsGWxXfD4f1tbWDN+H2bXLtUE4HEZ3dzcWFhZQLBaRTCYRiUTYsuz58+e4dOkSlpaWUCgU\nTNutkvYsx57X67UMPeZUnLJXKBTwr3/9i31u9JurhD27M10rccpetfdMpVKYnZ11nb18Po/FxUXX\n2NvUGSawYRtllnGvXP5vo2JnFFAUhY0+iqKQSCRiOgKGw2Gyd+/ektFULKIBLT/KejweZkQvy7Lp\nDp5VodfjbTDNRlzeVs6oPWRZ1vkSl2szWZZJLBazPWKLBsJms0lFUYjH47E126TvzKj96fM4bdNy\n7BmZ1rjBHp3pl2MPgGvs0XaqN/bs3DsWi9n26rLDniRJjD275kNWdebZM+sTXctLPj09jbGxMWia\nhq6uLsiyzELZ0/D6TsTj8ZSdka6vr6OrqwsPHjxgeo+BgQFIkgRZlvHVV1+xY+PxOO7evcsU1Gaj\nJCEbwUdjsRja29vx9ddfs++okpkeY7XjKYrP54OiKFhaWmJ+sjSntZmOhleYi+3R3NyMyclJ3Yhv\nNfLn83lMTEzA6/XqdmPpqG406tIZlKg7pkLPoT7Q/Oc+nw/Hjh0DAMzPz+PKlSvIZDJ49OiRaT1p\nm9rNH06lHHuiDqucWLFH+VlfX0coFMLKykpZ9pLJpGvsAWDs2JXNYk+WZVvvimePbsIBL/ipB/YA\nMH9+S3FrhkkL33srimIZ6NSqWNmXiaMOTfH55ptvshGMH8mc6tmCwaAud7mdOlkVWZaJ1+vVJZLi\nAzKbjbr8iCfawymKQrLZbEkwXKt6GCWy8nq9Jc8ZDAaZNxdfBzvv0e/3G+aUjkajlp4V9PNKZk61\nZI/aFrrBntFM52Viz0lyOrPsqPXCHqC3+TTtEzejwxSXFqqqOpq+05dkBpX4osRYm0aNPDo6yl6E\n0TX5z3jvEFrC4bDupedyOZ1vr3gN/m8RCkVR2D28Xq/pJg6vZA8Gg5YeHUb3EdvT6Ll8Pp8pzKlU\nSgeYVSxF2taRSIT4fD4yMjJCTp8+za4RDAbZ8WYdu11DeqfsGRmAV8qeuIS1w96ePXsM3Ym3gj26\nNKb/r4Y93jDdaqAzYw940ZGK9XfKnizLVbEn+tdvWYfJRylyUkRvHP4aYocpy7Khnkp0q8rlcqYv\nlm9Io1G3vb3ddgxBo8L/gFKpFHu+bDZrOepRUCVJItu2bdO1i/h8ZvXRNI15RRl1AjQtghFE/EBn\npcOkHQKNDMTfR+xk+P/zP4RKUkXUmj2x/V429iRJ0j1fNezx1zW7Tj2zxxexQzfrEx17+pQTrrMF\ngBI7LruyuLiIYDAIACwuHv17aWkJ8Xhc993y8jKam5t11/jhhx90/3/69KlhAi1eJEnC/Pw8Wlpa\n2GfBYBBzc3Ps3KNHjyKdTpc8l3g9r9fL/m5ubmbf01iFABAKhSwNqT0eD4CNdh0fH0c+n2cJuMT7\nm7VzoVBgu67UTo2v8+LiIrLZbMl5sVgM6+vrIITA7/cbXl9VVQwNDeHRo0cAXuiWKAOKoiCRSJTU\nhwqvM6o2lW4t2COEbCl7kUikKvY6OzsZe8lk0jF7kUiEscfrNe2yJ0o17AGoij1ejOpgJK5t+rgt\nhBB0dHTg+vXrOsUv/Zs+OO0AlpeXsba2hnw+j9nZWV3QVCqiIt/oBVLF+/T0NAYHB1keZF4BPz09\njR07duCtt97CrVu3WI5oIyNlKisrKzh8+DAIIfjqq69YR0EDolq1A1XMr66uYmxsDIcPH8b4+LhO\ngS4aPvNtNTw8jCdPnkCWZeTzebS0tOAf//gHHj58CEII5ubmkEql2H00TUNPT49pcFVeUqkUMwj3\n+Xwlpjatra148OCBYWZNvp40N3Y9SD2zl8/nEQgE8NZbb2FtbQ2///3vDa9nxt53333H2r+lpcWw\nrnx9RPb6+vowOzvrCnsAGHttbW14+PChI/ZUVdU5Izhlj0osFrOdQtw1O0wzKRcN20pSqRRCoRC+\n++47Q/sv3rND3GmTpI00uH19fbh48SKamprQ1dUFn8/HbOJEoZHgqReJUdv09vbqXmY6nYbf7zfM\nLW7WOVA5cOAAvvzyy7LtQO9Jr0f/5a8ntjP9bmhoCPfu3dMBDmzMOiYmJnT1SSaTyOVyePToEebn\n53XfmV3vQ94AAAPuSURBVMF25swZJJNJeDwetgMLABMTE/joo49KjjfqGH0+H7q7u1medLfELfaM\nJBKJYHV1Faurq2XZ8/l8GBwchM/nw+TkpGFnYJe9hw8f6gZZs7z2ZuzRfw8cOICrV6+WTQ8sside\nD3CHPUVR0NPT44i9/fv3Y/fu3WwmTAcJN9jbdDtMWkRdQ7UBWA8fPlwSlYjXUVh5WZw4ccIw7Fdz\nc7NhvUUFONWJ0fslk8mSFKCSiRcTtREz04fxycfKFV6/YqTL4eM28t9ns1kWjFYsPp+PHDp0qOS6\nRtc32xgYGRkhuVyObazw39FcLPxnqVSKfcbrLkdHR10J1FsL9sRndMqeUZT3StkD8JNmb+/evZvG\nXs02fQYHB3XAGoWxd1JUVSU/+9nPDJXKkiQRn89XkucY2AhOyke15ku5KND02mI9jh49amhYHQgE\nyMjISAnsgH4nkZ6bSqXI0NCQo3YYHR01/c4KKqtripssZjvJNKCtOFB1dXVZ7kDzaRXMjjl79qzt\nuJpbxR4fSk58Hjvs8c9u51k3kz0AVbFnZAZk9Lkd9vbt21f23pvJXm9vr+n7MOsTXV2SU1ek3bt3\no7u7GxcuXGAO/JUKXe7EYjGcPHkSmUwGhBAsLCxgdnYWMzMzWFtbg8fjQS6XY8bPf/nLX7C8vFxi\n+Er/f/jwYfT39+uc/ScnJ3Hz5k08ffpUtyQ4c+YMLl++jPHxcdN6SpKE1157DclkEleuXGGRXsRj\nzp07h48//li3FLJ6B3zdd+7ciZ6eHvzxj3+0PD6ZTOL48eP48MMPywZG2Lt3L5qamvC3v/3N8FrR\naJS5O1KhG080gZhR/SVJgtfrRS6XQ3t7O3p7e9mSkF7rwYMH7L5GKhcnspnsKYqCc+fOsWRc8/Pz\nmJ2dxfz8PFZXV18q9u7cuYNr166xz52yd/78+ZINLV6csBeJRHDkyJGK2eNZEq9vh71///vfWF1d\nNayn2ZJ803WYmyUejwderxeapjHlONVhTE1N2foB8srgUCiEXC6HnTt3IhAIQFVVPHv2DI8fP8aN\nGzfKeovQa/l8PjQ3N6O7uxttbW3weDwghGB5eRn37t3DlStXSnQ0doXqCHfv3o2dO3ciFouxUHWF\nQgGqqqJYLOLOnTs4f/687c4imUzi1KlTuHTpEm7cuGF5bDgcRl9fH9voslvvajrDehPKHg3n9lNi\nj3aIInuKooAQUjF7i4uLhnpHXmrJ3ivXYTakIQ1pyGZJRR1mQxrSkIY05IW4brjekIY0pCGvqjQ6\nzIY0pCENsSmNDrMhDWlIQ2xKo8NsSEMa0hCb0ugwG9KQhjTEpjQ6zIY0pCENsSn/DxHyRQEw9M6w\nAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9PK-uTXs77Wn",
        "colab_type": "text"
      },
      "source": [
        "### Sobel Edges\n",
        "\n",
        "Once with the gradients in the two directions we can computet the Sobel edges. However, in kornia we already have it implemented."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CDTiTjNA8LXj",
        "colab_type": "code",
        "outputId": "64b74f4d-5177-4c4a-8229-59bb219cc8dc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        }
      },
      "source": [
        "x_sobel: torch.Tensor = kornia.sobel(x_gray)\n",
        "imshow(x_sobel)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fcBxH8vLy/qXsTT3uXNibehzKXl1d3T2xd/DgwfvK3u104kPp9OF5Htu2bcNHH33EilvQ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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FT-IEkg38omn",
        "colab_type": "text"
      },
      "source": [
        "### Compute the 2nd order derivates\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qm2m_w0F82ik",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "69658234-a4a2-4c6e-8e23-bc9adaf805ff"
      },
      "source": [
        "grads: torch.Tensor = kornia.spatial_gradient(x_gray, order=2) # BxCx2xHxW\n",
        "grads_x = grads[:, :, 0]\n",
        "grads_y = grads[:, :, 1]\n",
        "\n",
        "imshow(grads_x)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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oHz58OASLhtP+tNwrv3ddN1XKkmVZkbzcIAhC13XlM3NBqLgXh23R3xNevgS5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\nxN+Xy2Xs7++n9oKTvdevXwt7ZihNWgnDcCb2TM9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EYXiSvcAMCdNOpx+QLjvPl4RFORqN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\ngg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PDg5t0Bx1KGH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "d69b5754-d325-4dae-b5aa-9c673d5ee172"
      },
      "source": [
        "imshow(grads_y)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TTUs9HuUZMHKdqDor4IEMVE+gwWCg9Vnmfsi6fOHq/VmWVTjTxv3kGR7XKepD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\nTpw4sZR/APnBbNqH+SUrAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tiQfzI1m9G-7",
        "colab_type": "text"
      },
      "source": [
        "### Laplacian Edges"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b7t-UcVT9Nb6",
        "colab_type": "code",
        "outputId": "f4e705a6-cfac-46b1-86e4-3efcbe2870b4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        }
      },
      "source": [
        "x_laplacian: torch.Tensor = kornia.laplacian(x_gray, kernel_size=5)\n",
        "imshow(x_laplacian)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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KhQKfgSURZ60pdBhd88HBgSP+IJ1jY2PDsY2ez927d33znGiahlKphHK5DMMw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\nWUpEWXaYS1nKUpYSUf4f7EGM4ZbI70YAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}